This presentation is meant to show factors that affects the outcome of a loan's status and also display the effect of loan term on annual percentage rate(APR) of the borrower.
The provided data set consists of several key performance indicators such as borrowerAPR,borrower rate,income range, prosper rating, etc of 113937 loans. And over 80 columns. The key performance indicators are what determines if a prospective borrower will be granted a loan and how many percent interest will charged for the loan and the time duration that will be granted for payment of the loan.
#Importation of all the needed libraries
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sb
import nbconvert
%matplotlib inline
#loading the data sets
loans = pd.read_csv('ProsperLoanData.csv')
#Assessment of the data
loans.head()
loans.info()
loans.describe
loans.shape
<class 'pandas.core.frame.DataFrame'> RangeIndex: 113937 entries, 0 to 113936 Data columns (total 81 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 ListingKey 113937 non-null object 1 ListingNumber 113937 non-null int64 2 ListingCreationDate 113937 non-null object 3 CreditGrade 28953 non-null object 4 Term 113937 non-null int64 5 LoanStatus 113937 non-null object 6 ClosedDate 55089 non-null object 7 BorrowerAPR 113912 non-null float64 8 BorrowerRate 113937 non-null float64 9 LenderYield 113937 non-null float64 10 EstimatedEffectiveYield 84853 non-null float64 11 EstimatedLoss 84853 non-null float64 12 EstimatedReturn 84853 non-null float64 13 ProsperRating (numeric) 84853 non-null float64 14 ProsperRating (Alpha) 84853 non-null object 15 ProsperScore 84853 non-null float64 16 ListingCategory (numeric) 113937 non-null int64 17 BorrowerState 108422 non-null object 18 Occupation 110349 non-null object 19 EmploymentStatus 111682 non-null object 20 EmploymentStatusDuration 106312 non-null float64 21 IsBorrowerHomeowner 113937 non-null bool 22 CurrentlyInGroup 113937 non-null bool 23 GroupKey 13341 non-null object 24 DateCreditPulled 113937 non-null object 25 CreditScoreRangeLower 113346 non-null float64 26 CreditScoreRangeUpper 113346 non-null float64 27 FirstRecordedCreditLine 113240 non-null object 28 CurrentCreditLines 106333 non-null float64 29 OpenCreditLines 106333 non-null float64 30 TotalCreditLinespast7years 113240 non-null float64 31 OpenRevolvingAccounts 113937 non-null int64 32 OpenRevolvingMonthlyPayment 113937 non-null float64 33 InquiriesLast6Months 113240 non-null float64 34 TotalInquiries 112778 non-null float64 35 CurrentDelinquencies 113240 non-null float64 36 AmountDelinquent 106315 non-null float64 37 DelinquenciesLast7Years 112947 non-null float64 38 PublicRecordsLast10Years 113240 non-null float64 39 PublicRecordsLast12Months 106333 non-null float64 40 RevolvingCreditBalance 106333 non-null float64 41 BankcardUtilization 106333 non-null float64 42 AvailableBankcardCredit 106393 non-null float64 43 TotalTrades 106393 non-null float64 44 TradesNeverDelinquent (percentage) 106393 non-null float64 45 TradesOpenedLast6Months 106393 non-null float64 46 DebtToIncomeRatio 105383 non-null float64 47 IncomeRange 113937 non-null object 48 IncomeVerifiable 113937 non-null bool 49 StatedMonthlyIncome 113937 non-null float64 50 LoanKey 113937 non-null object 51 TotalProsperLoans 22085 non-null float64 52 TotalProsperPaymentsBilled 22085 non-null float64 53 OnTimeProsperPayments 22085 non-null float64 54 ProsperPaymentsLessThanOneMonthLate 22085 non-null float64 55 ProsperPaymentsOneMonthPlusLate 22085 non-null float64 56 ProsperPrincipalBorrowed 22085 non-null float64 57 ProsperPrincipalOutstanding 22085 non-null float64 58 ScorexChangeAtTimeOfListing 18928 non-null float64 59 LoanCurrentDaysDelinquent 113937 non-null int64 60 LoanFirstDefaultedCycleNumber 16952 non-null float64 61 LoanMonthsSinceOrigination 113937 non-null int64 62 LoanNumber 113937 non-null int64 63 LoanOriginalAmount 113937 non-null int64 64 LoanOriginationDate 113937 non-null object 65 LoanOriginationQuarter 113937 non-null object 66 MemberKey 113937 non-null object 67 MonthlyLoanPayment 113937 non-null float64 68 LP_CustomerPayments 113937 non-null float64 69 LP_CustomerPrincipalPayments 113937 non-null float64 70 LP_InterestandFees 113937 non-null float64 71 LP_ServiceFees 113937 non-null float64 72 LP_CollectionFees 113937 non-null float64 73 LP_GrossPrincipalLoss 113937 non-null float64 74 LP_NetPrincipalLoss 113937 non-null float64 75 LP_NonPrincipalRecoverypayments 113937 non-null float64 76 PercentFunded 113937 non-null float64 77 Recommendations 113937 non-null int64 78 InvestmentFromFriendsCount 113937 non-null int64 79 InvestmentFromFriendsAmount 113937 non-null float64 80 Investors 113937 non-null int64 dtypes: bool(3), float64(50), int64(11), object(17) memory usage: 68.1+ MB
(113937, 81)
There is a need to allow jupyter notes to allow us view all the columns visually to get an idea of the data. To enable us view that we will be doing a little resetting below.
pd.set_option('display.max_columns', None)
pd.set_option('display.max_rows',None)
loans.head()
loans.IncomeVerifiable.value_counts()
True 105268 False 8669 Name: IncomeVerifiable, dtype: int64
loans.LoanStatus.isnull().sum()
0
loans.CreditGrade.isnull().sum()
84984
We can either create a subset of the data to be used or completely drop irrelevant columns I think dropping the columns will be better to reduce the load and increase the processing speed. But it's much easier and saves time to use a subset of the data.
After proper thought and scrutiny of the data set based on possible insights that can be gotten from the data.The columns in the cell below will be used for the analysis
#To display the columns
loans.columns
Index(['ListingKey', 'ListingNumber', 'ListingCreationDate', 'CreditGrade',
'Term', 'LoanStatus', 'ClosedDate', 'BorrowerAPR', 'BorrowerRate',
'LenderYield', 'EstimatedEffectiveYield', 'EstimatedLoss',
'EstimatedReturn', 'ProsperRating (numeric)', 'ProsperRating (Alpha)',
'ProsperScore', 'ListingCategory (numeric)', 'BorrowerState',
'Occupation', 'EmploymentStatus', 'EmploymentStatusDuration',
'IsBorrowerHomeowner', 'CurrentlyInGroup', 'GroupKey',
'DateCreditPulled', 'CreditScoreRangeLower', 'CreditScoreRangeUpper',
'FirstRecordedCreditLine', 'CurrentCreditLines', 'OpenCreditLines',
'TotalCreditLinespast7years', 'OpenRevolvingAccounts',
'OpenRevolvingMonthlyPayment', 'InquiriesLast6Months', 'TotalInquiries',
'CurrentDelinquencies', 'AmountDelinquent', 'DelinquenciesLast7Years',
'PublicRecordsLast10Years', 'PublicRecordsLast12Months',
'RevolvingCreditBalance', 'BankcardUtilization',
'AvailableBankcardCredit', 'TotalTrades',
'TradesNeverDelinquent (percentage)', 'TradesOpenedLast6Months',
'DebtToIncomeRatio', 'IncomeRange', 'IncomeVerifiable',
'StatedMonthlyIncome', 'LoanKey', 'TotalProsperLoans',
'TotalProsperPaymentsBilled', 'OnTimeProsperPayments',
'ProsperPaymentsLessThanOneMonthLate',
'ProsperPaymentsOneMonthPlusLate', 'ProsperPrincipalBorrowed',
'ProsperPrincipalOutstanding', 'ScorexChangeAtTimeOfListing',
'LoanCurrentDaysDelinquent', 'LoanFirstDefaultedCycleNumber',
'LoanMonthsSinceOrigination', 'LoanNumber', 'LoanOriginalAmount',
'LoanOriginationDate', 'LoanOriginationQuarter', 'MemberKey',
'MonthlyLoanPayment', 'LP_CustomerPayments',
'LP_CustomerPrincipalPayments', 'LP_InterestandFees', 'LP_ServiceFees',
'LP_CollectionFees', 'LP_GrossPrincipalLoss', 'LP_NetPrincipalLoss',
'LP_NonPrincipalRecoverypayments', 'PercentFunded', 'Recommendations',
'InvestmentFromFriendsCount', 'InvestmentFromFriendsAmount',
'Investors'],
dtype='object')
# subsetting relevant columns
useful_cols =['EstimatedReturn','LoanStatus','StatedMonthlyIncome','IncomeRange','DelinquenciesLast7Years','Term','AmountDelinquent',
'ProsperScore','CreditGrade',
'EmploymentStatus','EmploymentStatusDuration','IsBorrowerHomeowner','CreditScoreRangeLower',
'CreditScoreRangeUpper',
'CurrentCreditLines','OpenCreditLines','RevolvingCreditBalance',
'DebtToIncomeRatio','BorrowerAPR','BorrowerRate',
'AvailableBankcardCredit','ProsperRating (Alpha)','ProsperRating (numeric)','LoanOriginalAmount']
factors= loans[useful_cols]
#sum of rows with null borrower APR
factors.BorrowerAPR.isnull().sum()
25
#displaying the rows with null values for borrower APR
null_APR = pd.isnull(factors["BorrowerAPR"])
factors[null_APR]
| EstimatedReturn | LoanStatus | StatedMonthlyIncome | IncomeRange | DelinquenciesLast7Years | Term | AmountDelinquent | ProsperScore | CreditGrade | EmploymentStatus | EmploymentStatusDuration | IsBorrowerHomeowner | CreditScoreRangeLower | CreditScoreRangeUpper | CurrentCreditLines | OpenCreditLines | RevolvingCreditBalance | DebtToIncomeRatio | BorrowerAPR | BorrowerRate | AvailableBankcardCredit | ProsperRating (Alpha) | ProsperRating (numeric) | LoanOriginalAmount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2543 | NaN | Completed | 8333.333333 | Not displayed | NaN | 36 | NaN | NaN | HR | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.02685 | NaN | 0.10000 | NaN | NaN | NaN | 4200 |
| 14632 | NaN | Completed | 4166.666667 | Not displayed | NaN | 36 | NaN | NaN | AA | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.09031 | NaN | 0.06500 | NaN | NaN | NaN | 2620 |
| 25166 | NaN | Completed | 9166.666667 | Not displayed | NaN | 36 | NaN | NaN | AA | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.04120 | NaN | 0.04350 | NaN | NaN | NaN | 1000 |
| 25330 | NaN | Completed | 7083.333333 | Not displayed | NaN | 36 | NaN | NaN | AA | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.07707 | NaN | 0.06395 | NaN | NaN | NaN | 1500 |
| 29773 | NaN | Completed | 8333.333333 | Not displayed | NaN | 36 | NaN | NaN | AA | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.01923 | NaN | 0.06000 | NaN | NaN | NaN | 3000 |
| 39870 | NaN | Completed | 3333.333333 | Not displayed | NaN | 36 | NaN | NaN | C | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.29069 | NaN | 0.12000 | NaN | NaN | NaN | 15000 |
| 43587 | NaN | Completed | 18333.333333 | Not displayed | NaN | 36 | NaN | NaN | AA | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.01510 | NaN | 0.08500 | NaN | NaN | NaN | 5000 |
| 62297 | NaN | Completed | 10000.000000 | Not displayed | NaN | 36 | NaN | NaN | E | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.01783 | NaN | 0.17000 | NaN | NaN | NaN | 1000 |
| 71280 | NaN | Completed | 7083.333333 | Not displayed | NaN | 36 | NaN | NaN | C | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.37002 | NaN | 0.09000 | NaN | NaN | NaN | 10000 |
| 71875 | NaN | Completed | 4166.666667 | Not displayed | NaN | 36 | NaN | NaN | AA | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.02343 | NaN | 0.07000 | NaN | NaN | NaN | 3000 |
| 73945 | NaN | Completed | 29166.666667 | Not displayed | NaN | 36 | NaN | NaN | HR | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.01234 | NaN | 0.25000 | NaN | NaN | NaN | 2500 |
| 74114 | NaN | Completed | 9458.333333 | Not displayed | NaN | 36 | NaN | NaN | AA | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.01115 | NaN | 0.06000 | NaN | NaN | NaN | 1000 |
| 75710 | NaN | Completed | 6666.666667 | Not displayed | NaN | 36 | NaN | NaN | C | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.09451 | NaN | 0.10000 | NaN | NaN | NaN | 4000 |
| 78414 | NaN | Completed | 8333.333333 | Not displayed | NaN | 36 | NaN | NaN | AA | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.01289 | NaN | 0.13000 | NaN | NaN | NaN | 2000 |
| 80369 | NaN | Completed | 4166.666667 | Not displayed | NaN | 36 | NaN | NaN | AA | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.09802 | NaN | 0.06500 | NaN | NaN | NaN | 2689 |
| 81848 | NaN | Completed | 1083.333333 | Not displayed | NaN | 36 | NaN | NaN | D | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.38380 | NaN | 0.13000 | NaN | NaN | NaN | 4000 |
| 90598 | NaN | Completed | 16666.666667 | Not displayed | NaN | 36 | NaN | NaN | B | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.01051 | NaN | 0.12000 | NaN | NaN | NaN | 1000 |
| 92516 | NaN | Completed | 12500.000000 | Not displayed | NaN | 36 | NaN | NaN | AA | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.04569 | NaN | 0.07000 | NaN | NaN | NaN | 3500 |
| 103509 | NaN | Completed | 12500.000000 | Not displayed | NaN | 36 | NaN | NaN | A | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.07015 | NaN | 0.09450 | NaN | NaN | NaN | 8998 |
| 105925 | NaN | Completed | 6666.666667 | Not displayed | NaN | 36 | NaN | NaN | AA | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.02743 | NaN | 0.08500 | NaN | NaN | NaN | 5000 |
| 106465 | NaN | Completed | 4166.666667 | Not displayed | NaN | 36 | NaN | NaN | NC | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.03826 | NaN | 0.09000 | NaN | NaN | NaN | 4800 |
| 106735 | NaN | Completed | 14583.333333 | Not displayed | NaN | 36 | NaN | NaN | AA | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.01747 | NaN | 0.05950 | NaN | NaN | NaN | 1500 |
| 109027 | NaN | Completed | 25000.000000 | Not displayed | NaN | 36 | NaN | NaN | AA | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.02217 | NaN | 0.06000 | NaN | NaN | NaN | 3000 |
| 111607 | NaN | Completed | 16666.666667 | Not displayed | NaN | 36 | NaN | NaN | B | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.01404 | NaN | 0.06500 | NaN | NaN | NaN | 3000 |
| 113921 | NaN | Completed | 12500.000000 | Not displayed | NaN | 36 | NaN | NaN | AA | NaN | NaN | False | NaN | NaN | NaN | NaN | NaN | 0.23284 | NaN | 0.04000 | NaN | NaN | NaN | 1000 |
#dropping rows with null values for Borrower APR
factors = factors[~factors.BorrowerAPR.isna()]
#testing
factors.BorrowerAPR.isnull().sum()
0
factors.head()
| EstimatedReturn | LoanStatus | StatedMonthlyIncome | IncomeRange | DelinquenciesLast7Years | Term | AmountDelinquent | ProsperScore | CreditGrade | EmploymentStatus | EmploymentStatusDuration | IsBorrowerHomeowner | CreditScoreRangeLower | CreditScoreRangeUpper | CurrentCreditLines | OpenCreditLines | RevolvingCreditBalance | DebtToIncomeRatio | BorrowerAPR | BorrowerRate | AvailableBankcardCredit | ProsperRating (Alpha) | ProsperRating (numeric) | LoanOriginalAmount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | NaN | Completed | 3083.333333 | $25,000-49,999 | 4.0 | 36 | 472.0 | NaN | C | Self-employed | 2.0 | True | 640.0 | 659.0 | 5.0 | 4.0 | 0.0 | 0.17 | 0.16516 | 0.1580 | 1500.0 | NaN | NaN | 9425 |
| 1 | 0.05470 | Current | 6125.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 7.0 | NaN | Employed | 44.0 | False | 680.0 | 699.0 | 14.0 | 14.0 | 3989.0 | 0.18 | 0.12016 | 0.0920 | 10266.0 | A | 6.0 | 10000 |
| 2 | NaN | Completed | 2083.333333 | Not displayed | 0.0 | 36 | NaN | NaN | HR | Not available | NaN | False | 480.0 | 499.0 | NaN | NaN | NaN | 0.06 | 0.28269 | 0.2750 | NaN | NaN | NaN | 3001 |
| 3 | 0.06000 | Current | 2875.000000 | $25,000-49,999 | 14.0 | 36 | 10056.0 | 9.0 | NaN | Employed | 113.0 | True | 800.0 | 819.0 | 5.0 | 5.0 | 1444.0 | 0.15 | 0.12528 | 0.0974 | 30754.0 | A | 6.0 | 10000 |
| 4 | 0.09066 | Current | 9583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 4.0 | NaN | Employed | 44.0 | True | 680.0 | 699.0 | 19.0 | 19.0 | 6193.0 | 0.26 | 0.24614 | 0.2085 | 695.0 | D | 3.0 | 15000 |
#summary statistics of the numerical variables
factors.describe()
| EstimatedReturn | StatedMonthlyIncome | DelinquenciesLast7Years | Term | AmountDelinquent | ProsperScore | EmploymentStatusDuration | CreditScoreRangeLower | CreditScoreRangeUpper | CurrentCreditLines | OpenCreditLines | RevolvingCreditBalance | DebtToIncomeRatio | BorrowerAPR | BorrowerRate | AvailableBankcardCredit | ProsperRating (numeric) | LoanOriginalAmount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 84853.000000 | 1.139120e+05 | 112947.000000 | 113912.000000 | 106315.000000 | 84853.000000 | 106312.000000 | 113346.000000 | 113346.000000 | 106333.000000 | 106333.000000 | 1.063330e+05 | 105358.000000 | 113912.000000 | 113912.000000 | 106393.000000 | 84853.000000 | 113912.000000 |
| mean | 0.096068 | 5.606973e+03 | 4.154984 | 40.831308 | 984.507059 | 5.950067 | 96.071582 | 685.567731 | 704.567731 | 10.317192 | 9.260164 | 1.759871e+04 | 0.275993 | 0.218828 | 0.192786 | 11210.225447 | 4.072243 | 8338.015661 |
| std | 0.030403 | 7.478338e+03 | 10.160216 | 10.437112 | 7158.270157 | 2.376501 | 94.480605 | 66.458275 | 66.458275 | 5.457866 | 5.022644 | 3.293640e+04 | 0.551814 | 0.080364 | 0.074809 | 19818.361309 | 1.673227 | 6245.940592 |
| min | -0.182700 | 0.000000e+00 | 0.000000 | 12.000000 | 0.000000 | 1.000000 | 0.000000 | 0.000000 | 19.000000 | 0.000000 | 0.000000 | 0.000000e+00 | 0.000000 | 0.006530 | 0.000000 | 0.000000 | 1.000000 | 1000.000000 |
| 25% | 0.074080 | 3.200000e+03 | 0.000000 | 36.000000 | 0.000000 | 4.000000 | 26.000000 | 660.000000 | 679.000000 | 7.000000 | 6.000000 | 3.121000e+03 | 0.140000 | 0.156290 | 0.134000 | 880.000000 | 3.000000 | 4000.000000 |
| 50% | 0.091700 | 4.666667e+03 | 0.000000 | 36.000000 | 0.000000 | 6.000000 | 67.000000 | 680.000000 | 699.000000 | 10.000000 | 9.000000 | 8.549000e+03 | 0.220000 | 0.209760 | 0.184000 | 4100.000000 | 4.000000 | 6500.000000 |
| 75% | 0.116600 | 6.817083e+03 | 3.000000 | 36.000000 | 0.000000 | 8.000000 | 137.000000 | 720.000000 | 739.000000 | 13.000000 | 12.000000 | 1.952100e+04 | 0.320000 | 0.283810 | 0.250000 | 13180.000000 | 5.000000 | 12000.000000 |
| max | 0.283700 | 1.750003e+06 | 99.000000 | 60.000000 | 463881.000000 | 11.000000 | 755.000000 | 880.000000 | 899.000000 | 59.000000 | 54.000000 | 1.435667e+06 | 10.010000 | 0.512290 | 0.497500 | 646285.000000 | 7.000000 | 35000.000000 |
#use of histogram plots to show the distribution of borrowerAPR
plt.figure(figsize =[10,8])
bins= np.arange(0,factors.BorrowerAPR.max()+ 0.005,0.01)
plt.title("BorrowerAPR distribution across counts")
plt.hist(factors['BorrowerAPR'],bins = bins);
fig, ax = plt.subplots(nrows=2, figsize = [10,10])
default_color = sb.color_palette()[0]
sb.histplot(data = factors,x = 'BorrowerAPR',ax = ax[0]).set_title('BorrowerAPR distribution across counts')
plt.ylim(0,7500)
sb.histplot(data = factors,x = 'BorrowerRate',ax = ax[1]).set_title('Borrower Rate distribution across counts')
Text(0.5, 1.0, 'Borrower Rate distribution across counts')
The scale used for plotting this histogram is 0.005 per bin on the x-axis. By just looking at the plot,it can be seen that the borrowerAPR score with highest count is 0.36, the borrowerAPR scores ranges from as low as below 0.0045 to above 0.4. There are'nt many borrower APR scores above 0.4.There happens to be alot of borrower APR scores with around 0.3,0.2 and 0.175.
A histogram of income Range will be plotted as well to get an idea of the economic class of people that collect loans.
#seaborn is used again to give a more detailed distribution and summary of IncomeRange
sb.histplot(data = factors,y = 'IncomeRange').set_title('Income Range Count')
plt.xticks(
rotation=45,
horizontalalignment='right',
fontweight='light',
fontsize='small');
The income range taking the most loans are people earning from $25000-49,999, followed up closely by $50,000-74999 earners
#setting the dimensions
fig, ax = plt.subplots(figsize=(10, 6))
#drawing the plot
sb.histplot(data = factors , x ='LoanOriginalAmount',binwidth =500).set_title('Count of Original loan Amount')
plt.xlim(0,36000)
plt.show()
One of the bin represents $500.The lowest loan amount issued is $1500 and the highest issued is $35000.The most issued original loan amount is $4000, with over 14000 counts.
There is no column with a credit score, but there are two columns with credit score ranges, we will have to create a new column that will be the mean of both columns in other to get a credit score
#credit score creation using creditscore range upper and creditscore range lower.
#factors['creditscore'] = (factors["CreditScoreRangeUpper"]+factors["CreditScoreLower"]).mean(axis =1)
factors["creditscore"] = factors[["CreditScoreRangeUpper", "CreditScoreRangeLower"]].mean(axis=1)
factors.creditscore.value_counts()
plt.figure(figsize=(15,7))
sb.countplot(data= factors, x= "creditscore").set_title("Distribution of credit Score")
plt.xticks(rotation = 90);
The distribution of the creditscores are skewed to the right. With 689.5 as the most common creditscore in the data set. The lowest credit score is 9.5, it's an outlier and most likely to be some sort of error.The outlier will be dropped because,credit score cannot be that low. The highest credit score is 889.5 and it's the least common credit score in the data set.
#creating a subset and dropping such rows of data.
credit_score_high = factors[(factors['creditscore']==9.5)].index
credit_score_high
Int64Index([ 794, 912, 1685, 4290, 4371, 4430, 4672, 5684,
6877, 7739,
...
105032, 106897, 108762, 109060, 109468, 109522, 109855, 110290,
111624, 113848],
dtype='int64', length=133)
#dropping the rows
factors.drop(credit_score_high,inplace = True)
#checking the distribution after removing the outlier
factors.creditscore.value_counts()
plt.figure(figsize=(15,7))
sb.countplot(data= factors, x= "creditscore").set_title("Distribution of credit Score")
plt.xticks(rotation = 90);
#distribution of stated Monthly income
plt.figure(figsize=(10,7))
bins_smi = np.arange(0, 50000, 500)
plt.hist(data = factors, x = 'StatedMonthlyIncome', bins=bins_smi);
plt.title('Distribution of borrowers Stated Monthly Income')
plt.xlim(0,45000)
(0.0, 45000.0)
A majority of the monthly income of borrowers falls within 0-10,000 dollars monthly income.There are few outliers earning above 25000 dollars per month.
factors.Term.value_counts()
36 87620 60 24545 12 1614 Name: Term, dtype: int64
# Convert ProsperRating and Employment status into ordered categorical types
rate_order = ['HR','E','D','C','B','A','AA']
ordered_var = pd.api.types.CategoricalDtype(ordered = True,
categories = rate_order)
factors['ProsperRating (Alpha)'] = factors['ProsperRating (Alpha)'].astype(ordered_var)
emp_order = ['Employed','Self-employed','Full-time','Part-time','Retired','Other','Not employed', 'Not available']
ordered_var = pd.api.types.CategoricalDtype(ordered = True,
categories = emp_order)
factors['EmploymentStatus'] = factors['EmploymentStatus'].astype(ordered_var)
fig, ax = plt.subplots(nrows=3, figsize = [8,8])
default_color = sb.color_palette()[0]
type_order = factors['Term'].value_counts().index
sb.countplot(data = factors, x = 'Term', color = default_color, order=type_order, ax = ax[0]).set_title('Count of Loan Duration')
sb.countplot(data = factors, x = 'ProsperRating (Alpha)', color = default_color, ax = ax[1]).set_title('Count of Prosper rating ')
sb.countplot(data = factors, x = 'EmploymentStatus', color = default_color, ax = ax[2]).set_title('count of Employment Status');
plt.xticks(rotation=30);
plt.subplots_adjust(left=0.1,
bottom=0.1,
right=0.9,
top=0.9,
wspace=0.4,
hspace=0.4)
The most people being issued loan as can be seen from the plot above is the people under the employed category. Followed next by the Fulltime category.Unemployed category is one of the least issued amongst the part_time and retired categories.
The category with the highest count for prosper rating is the C category and the least category is the AA category.
A majority of the loans were issued for a period of 36months and the least duartion for loan term is 12months.
A custom risk score built using historical Prosper data. The score ranges from 1-10, with 10 being the best, or lowest risk score. Applicable for loans originated after July 2009.
default_color = sb.color_palette()[3]
sb.countplot(data = factors, x = 'ProsperScore', color = default_color).set_title('Count of Prosper Score ')
Text(0.5, 1.0, 'Count of Prosper Score ')
A majority of the borrowers have a propser score of within 4.0 to 9.0. The prosper score ranges from 1.0 to 10.0, but we can see some borrowers scoring up to 11.0, these must be an error that must be fixed by dropping rows with 11.0
factors.query('ProsperScore > 10')
| EstimatedReturn | LoanStatus | StatedMonthlyIncome | IncomeRange | DelinquenciesLast7Years | Term | AmountDelinquent | ProsperScore | CreditGrade | EmploymentStatus | EmploymentStatusDuration | IsBorrowerHomeowner | CreditScoreRangeLower | CreditScoreRangeUpper | CurrentCreditLines | OpenCreditLines | RevolvingCreditBalance | DebtToIncomeRatio | BorrowerAPR | BorrowerRate | AvailableBankcardCredit | ProsperRating (Alpha) | ProsperRating (numeric) | LoanOriginalAmount | creditscore | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9 | 0.04231 | Current | 3333.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 269.0 | True | 820.0 | 839.0 | 17.0 | 16.0 | 9906.0 | 0.25 | 0.07620 | 0.0629 | 77696.0 | AA | 7.0 | 10000 | 829.5 |
| 69 | 0.06499 | Current | 2700.000000 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Self-employed | 12.0 | True | 700.0 | 719.0 | 5.0 | 5.0 | 19961.0 | NaN | 0.13636 | 0.1139 | 5039.0 | A | 6.0 | 9000 | 709.5 |
| 158 | 0.04929 | Current | 6666.666667 | $75,000-99,999 | 5.0 | 36 | 15599.0 | 11.0 | NaN | Employed | 22.0 | False | 700.0 | 719.0 | 9.0 | 8.0 | 2564.0 | 0.05 | 0.09469 | 0.0809 | 14737.0 | AA | 7.0 | 5500 | 709.5 |
| 224 | 0.06388 | Current | 33333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 114.0 | True | 720.0 | 739.0 | 16.0 | 16.0 | 55769.0 | 0.11 | 0.13799 | 0.1099 | 103931.0 | A | 6.0 | 30000 | 729.5 |
| 236 | 0.04261 | Current | 4083.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 105.0 | True | 820.0 | 839.0 | 11.0 | 11.0 | 4242.0 | 0.14 | 0.06726 | 0.0605 | 62608.0 | AA | 7.0 | 9000 | 829.5 |
| 277 | 0.07192 | Current | 6833.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Full-time | 154.0 | False | 680.0 | 699.0 | 10.0 | 8.0 | 23082.0 | 0.19 | 0.15868 | 0.1355 | 29368.0 | B | 5.0 | 20000 | 689.5 |
| 476 | 0.06491 | Current | 13083.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 27.0 | False | 720.0 | 739.0 | 25.0 | 24.0 | 33126.0 | 0.29 | 0.14528 | 0.1224 | 4353.0 | B | 5.0 | 15000 | 729.5 |
| 491 | 0.07463 | Current | 8166.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 117.0 | True | 680.0 | 699.0 | 8.0 | 6.0 | 2748.0 | 0.18 | 0.17327 | 0.1500 | 4328.0 | B | 5.0 | 25000 | 689.5 |
| 532 | 0.06388 | Current | 10833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 0.0 | True | 680.0 | 699.0 | 17.0 | 15.0 | 37603.0 | 0.15 | 0.13799 | 0.1099 | 136872.0 | A | 6.0 | 10000 | 689.5 |
| 554 | 0.04929 | Current | 15000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 80.0 | True | 820.0 | 839.0 | 10.0 | 10.0 | 689.0 | 0.04 | 0.09367 | 0.0809 | 59911.0 | AA | 7.0 | 20000 | 829.5 |
| 633 | 0.05879 | Current | 15000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 21.0 | True | 740.0 | 759.0 | 20.0 | 20.0 | 46429.0 | 0.22 | 0.12691 | 0.0990 | 86307.0 | A | 6.0 | 30000 | 749.5 |
| 690 | 0.06663 | Current | 4500.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 133.0 | True | 720.0 | 739.0 | 19.0 | 16.0 | 14575.0 | 0.25 | 0.13227 | 0.1099 | 11800.0 | A | 6.0 | 15000 | 729.5 |
| 765 | 0.07077 | Current | 8458.250000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 210.0 | True | 740.0 | 759.0 | 18.0 | 18.0 | 32325.0 | 0.41 | 0.15425 | 0.1314 | 80375.0 | B | 5.0 | 15000 | 749.5 |
| 771 | 0.05516 | Current | 9333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 166.0 | True | 700.0 | 719.0 | 13.0 | 13.0 | 50301.0 | 0.21 | 0.10038 | 0.0869 | 60723.0 | AA | 7.0 | 19000 | 709.5 |
| 854 | 0.06910 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 20.0 | False | 780.0 | 799.0 | 11.0 | 11.0 | 5222.0 | 0.48 | 0.14658 | 0.1239 | 32378.0 | A | 6.0 | 15000 | 789.5 |
| 890 | 0.07077 | Current | 14333.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 96.0 | True | 700.0 | 719.0 | 12.0 | 11.0 | 113816.0 | 0.12 | 0.15425 | 0.1314 | 23727.0 | B | 5.0 | 25000 | 709.5 |
| 901 | 0.06499 | Current | 16666.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 91.0 | True | 740.0 | 759.0 | 16.0 | 16.0 | 7302.0 | 0.16 | 0.13636 | 0.1139 | 45898.0 | A | 6.0 | 23695 | 749.5 |
| 1017 | 0.04261 | Current | 4666.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 0.0 | True | 720.0 | 739.0 | 15.0 | 15.0 | 15954.0 | 0.25 | 0.07957 | 0.0659 | 29682.0 | AA | 7.0 | 15000 | 729.5 |
| 1085 | 0.04929 | Current | 2641.666667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 42.0 | True | 740.0 | 759.0 | 13.0 | 12.0 | 4841.0 | 0.39 | 0.09434 | 0.0809 | 10894.0 | AA | 7.0 | 8500 | 749.5 |
| 1153 | 0.04806 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 75.0 | True | 700.0 | 719.0 | 19.0 | 19.0 | 3893.0 | 0.18 | 0.09030 | 0.0769 | 11470.0 | AA | 7.0 | 8000 | 709.5 |
| 1460 | 0.06663 | Current | 5009.750000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 131.0 | False | 680.0 | 699.0 | 10.0 | 9.0 | 31072.0 | 0.24 | 0.13799 | 0.1099 | 5121.0 | A | 6.0 | 8000 | 689.5 |
| 1842 | 0.04260 | Current | 8608.250000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 45.0 | True | 780.0 | 799.0 | 20.0 | 20.0 | 14531.0 | 0.26 | 0.06726 | 0.0605 | 112969.0 | AA | 7.0 | 10000 | 789.5 |
| 1892 | 0.06081 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 100.0 | True | 680.0 | 699.0 | 11.0 | 11.0 | 22174.0 | 0.21 | 0.13189 | 0.1039 | 14199.0 | A | 6.0 | 20000 | 689.5 |
| 1962 | 0.06663 | Current | 4000.000000 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 120.0 | True | 720.0 | 739.0 | 9.0 | 7.0 | 9421.0 | 0.28 | 0.13227 | 0.1099 | 22010.0 | A | 6.0 | 14326 | 729.5 |
| 1972 | 0.07689 | Current | 2500.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 173.0 | True | 660.0 | 679.0 | 11.0 | 11.0 | 7841.0 | NaN | 0.17090 | 0.1349 | 21163.0 | B | 5.0 | 4000 | 669.5 |
| 2048 | 0.04554 | Current | 10416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 140.0 | True | 740.0 | 759.0 | 11.0 | 11.0 | 42965.0 | 0.16 | 0.08496 | 0.0716 | 42611.0 | AA | 7.0 | 13000 | 749.5 |
| 2097 | 0.06706 | Current | 16750.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 53.0 | True | 700.0 | 719.0 | 9.0 | 8.0 | 60618.0 | 0.15 | 0.14147 | 0.1189 | 5568.0 | A | 6.0 | 25000 | 709.5 |
| 2181 | 0.08223 | Current | 8750.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 39.0 | True | 680.0 | 699.0 | 19.0 | 17.0 | 73564.0 | 0.37 | 0.21166 | 0.1875 | 33116.0 | C | 4.0 | 4500 | 689.5 |
| 2288 | 0.05879 | Current | 11250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 23.0 | True | 720.0 | 739.0 | 19.0 | 18.0 | 61476.0 | 0.25 | 0.12727 | 0.0990 | 74681.0 | A | 6.0 | 35000 | 729.5 |
| 2487 | 0.04260 | Current | 16666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 234.0 | True | 760.0 | 779.0 | 19.0 | 17.0 | 23274.0 | NaN | 0.06726 | 0.0605 | 65726.0 | AA | 7.0 | 15000 | 769.5 |
| 2548 | 0.04260 | Current | 8916.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 101.0 | True | 800.0 | 819.0 | 10.0 | 8.0 | 5627.0 | 0.11 | 0.06726 | 0.0605 | 21415.0 | AA | 7.0 | 5000 | 809.5 |
| 2550 | 0.04529 | Current | 9583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 49.0 | True | 780.0 | 799.0 | 8.0 | 6.0 | 5898.0 | 0.11 | 0.07922 | 0.0659 | 8203.0 | AA | 7.0 | 12000 | 789.5 |
| 2644 | 0.06499 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 12.0 | False | 700.0 | 719.0 | 10.0 | 10.0 | 23490.0 | 0.27 | 0.13636 | 0.1139 | 24097.0 | A | 6.0 | 20000 | 709.5 |
| 2913 | 0.07077 | Current | 6833.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 13.0 | False | 680.0 | 699.0 | 7.0 | 7.0 | 5076.0 | 0.08 | 0.15425 | 0.1314 | 40224.0 | B | 5.0 | 5000 | 689.5 |
| 3006 | 0.06663 | Current | 6916.666667 | $75,000-99,999 | 12.0 | 36 | 0.0 | 11.0 | NaN | Employed | 421.0 | False | 680.0 | 699.0 | 5.0 | 3.0 | 726.0 | 0.11 | 0.13799 | 0.1099 | 1274.0 | A | 6.0 | 5000 | 689.5 |
| 3067 | 0.04554 | Current | 9583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 243.0 | True | 740.0 | 759.0 | 11.0 | 11.0 | 69386.0 | 0.15 | 0.08496 | 0.0716 | 28768.0 | AA | 7.0 | 15000 | 749.5 |
| 3091 | 0.04261 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 14.0 | False | 780.0 | 799.0 | 11.0 | 11.0 | 10889.0 | 0.30 | 0.06726 | 0.0605 | 16111.0 | AA | 7.0 | 12000 | 789.5 |
| 3136 | 0.07824 | Current | 2114.916667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 49.0 | False | 660.0 | 679.0 | 11.0 | 9.0 | 4307.0 | 0.48 | 0.20524 | 0.1685 | 8793.0 | C | 4.0 | 4000 | 669.5 |
| 3156 | 0.04929 | Current | 5333.333333 | $50,000-74,999 | 0.0 | 36 | 577.0 | 11.0 | NaN | Employed | 173.0 | False | 700.0 | 719.0 | 11.0 | 11.0 | 23777.0 | 0.25 | 0.09434 | 0.0809 | 64165.0 | AA | 7.0 | 15000 | 709.5 |
| 3189 | 0.07078 | Current | 11666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 287.0 | True | 720.0 | 739.0 | 10.0 | 10.0 | 49829.0 | 0.23 | 0.14816 | 0.1199 | 33971.0 | A | 6.0 | 35000 | 729.5 |
| 3356 | 0.08268 | Current | 4333.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 27.0 | False | 680.0 | 699.0 | 10.0 | 10.0 | 16574.0 | 0.42 | 0.19501 | 0.1585 | 13526.0 | B | 5.0 | 11000 | 689.5 |
| 3371 | 0.04261 | Current | 8916.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 122.0 | True | 780.0 | 799.0 | 19.0 | 9.0 | 21478.0 | 0.17 | 0.06726 | 0.0605 | 83922.0 | AA | 7.0 | 18000 | 789.5 |
| 3474 | 0.06462 | Current | 7083.333333 | $75,000-99,999 | 15.0 | 36 | 0.0 | 11.0 | NaN | Employed | 6.0 | False | 680.0 | 699.0 | 5.0 | 5.0 | 1387.0 | 0.12 | 0.13301 | 0.1050 | 3363.0 | A | 6.0 | 10000 | 689.5 |
| 3519 | 0.04261 | Current | 7879.500000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 30.0 | False | 780.0 | 799.0 | 9.0 | 9.0 | 2685.0 | 0.11 | 0.06726 | 0.0605 | 34739.0 | AA | 7.0 | 6000 | 789.5 |
| 3594 | 0.04929 | Current | 2317.416667 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 124.0 | False | 800.0 | 819.0 | 6.0 | 6.0 | 166.0 | 0.10 | 0.09367 | 0.0809 | 55534.0 | AA | 7.0 | 4000 | 809.5 |
| 3614 | 0.05568 | Current | 5083.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Self-employed | 36.0 | True | 740.0 | 759.0 | 11.0 | 11.0 | 17205.0 | NaN | 0.11501 | 0.0930 | 19595.0 | A | 6.0 | 10000 | 749.5 |
| 3646 | 0.04260 | Current | 9583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 32.0 | False | 760.0 | 779.0 | 6.0 | 6.0 | 4091.0 | 0.15 | 0.06726 | 0.0605 | 32409.0 | AA | 7.0 | 18000 | 769.5 |
| 3802 | 0.05047 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 243.0 | True | 760.0 | 779.0 | 15.0 | 14.0 | 28213.0 | 0.27 | 0.09000 | 0.0766 | 52654.0 | AA | 7.0 | 9000 | 769.5 |
| 3929 | 0.04929 | Current | 9666.666667 | $100,000+ | 1.0 | 60 | 0.0 | 11.0 | NaN | Employed | 294.0 | True | 760.0 | 779.0 | 13.0 | 12.0 | 4482.0 | 0.10 | 0.09390 | 0.0809 | 28568.0 | AA | 7.0 | 18000 | 769.5 |
| 4020 | 0.07077 | Current | 8666.666667 | $100,000+ | 11.0 | 60 | 0.0 | 11.0 | NaN | Employed | 75.0 | True | 700.0 | 719.0 | 18.0 | 18.0 | 8060.0 | 0.30 | 0.15449 | 0.1314 | 5415.0 | B | 5.0 | 15000 | 709.5 |
| 4068 | 0.07487 | Current | 5166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 156.0 | False | 700.0 | 719.0 | 9.0 | 9.0 | 15000.0 | 0.36 | 0.15833 | 0.1299 | 2112.0 | A | 6.0 | 15000 | 709.5 |
| 4094 | 0.06026 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 49.0 | True | 760.0 | 779.0 | 13.0 | 10.0 | 1222.0 | 0.18 | 0.12274 | 0.0949 | 73258.0 | A | 6.0 | 34999 | 769.5 |
| 4472 | 0.07192 | Current | 3583.333333 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 198.0 | False | 680.0 | 699.0 | 9.0 | 6.0 | 5100.0 | 0.22 | 0.15844 | 0.1355 | 6008.0 | B | 5.0 | 10000 | 689.5 |
| 4631 | 0.04260 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 128.0 | True | 800.0 | 819.0 | 9.0 | 8.0 | 7439.0 | 0.10 | 0.06726 | 0.0605 | 28861.0 | AA | 7.0 | 13620 | 809.5 |
| 4689 | 0.06968 | Current | 8225.000000 | $75,000-99,999 | 29.0 | 36 | 3322.0 | 11.0 | NaN | Employed | 33.0 | True | 640.0 | 659.0 | 5.0 | 3.0 | 662.0 | 0.07 | 0.14409 | 0.1159 | 96.0 | A | 6.0 | 5000 | 649.5 |
| 4696 | 0.07078 | Current | 13333.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 64.0 | True | 780.0 | 799.0 | 11.0 | 11.0 | 3827.0 | 0.10 | 0.14249 | 0.1199 | 24917.0 | A | 6.0 | 35000 | 789.5 |
| 4718 | 0.06081 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 7.0 | True | 820.0 | 839.0 | 16.0 | 13.0 | 301.0 | 0.40 | 0.12637 | 0.1039 | 8199.0 | A | 6.0 | 15000 | 829.5 |
| 5111 | 0.06663 | Current | 5166.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 322.0 | True | 740.0 | 759.0 | 15.0 | 11.0 | 21234.0 | 0.19 | 0.13227 | 0.1099 | 29443.0 | A | 6.0 | 10000 | 749.5 |
| 5112 | 0.04929 | Current | 6000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 133.0 | True | 700.0 | 719.0 | 9.0 | 7.0 | 113.0 | 0.12 | 0.09434 | 0.0809 | 7607.0 | AA | 7.0 | 3500 | 709.5 |
| 5188 | 0.04260 | Current | 9583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 27.0 | False | 800.0 | 819.0 | 9.0 | 8.0 | 1010.0 | 0.09 | 0.06726 | 0.0605 | 41490.0 | AA | 7.0 | 18000 | 809.5 |
| 5353 | 0.04261 | Current | 3333.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 28.0 | True | 760.0 | 779.0 | 17.0 | 17.0 | 701.0 | 0.17 | 0.06726 | 0.0605 | 8299.0 | AA | 7.0 | 10000 | 769.5 |
| 5391 | 0.06663 | FinalPaymentInProgress | 5250.000000 | $50,000-74,999 | 9.0 | 36 | 1432.0 | 11.0 | NaN | Employed | 117.0 | True | 660.0 | 679.0 | 4.0 | 3.0 | 123.0 | 0.05 | 0.13799 | 0.1099 | 377.0 | A | 6.0 | 2000 | 669.5 |
| 5483 | 0.05879 | Current | 35000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 155.0 | True | 740.0 | 759.0 | 18.0 | 18.0 | 114938.0 | 0.11 | 0.12691 | 0.0990 | 149162.0 | A | 6.0 | 35000 | 749.5 |
| 5517 | 0.05568 | Current | 4666.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 315.0 | True | 740.0 | 759.0 | 16.0 | 14.0 | 8828.0 | 0.21 | 0.11501 | 0.0930 | 22517.0 | A | 6.0 | 13000 | 749.5 |
| 5583 | 0.06388 | Current | 8666.666667 | $100,000+ | 11.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 128.0 | False | 680.0 | 699.0 | 6.0 | 5.0 | 27634.0 | NaN | 0.13799 | 0.1099 | 18667.0 | A | 6.0 | 15000 | 689.5 |
| 5592 | 0.05047 | Current | 9500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 40.0 | True | 740.0 | 759.0 | 16.0 | 15.0 | 30865.0 | 0.24 | 0.09000 | 0.0766 | 86814.0 | AA | 7.0 | 20000 | 749.5 |
| 5605 | 0.05879 | Current | 9333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 52.0 | False | 740.0 | 759.0 | 7.0 | 6.0 | 20390.0 | 0.13 | 0.12727 | 0.0990 | 38410.0 | A | 6.0 | 26000 | 749.5 |
| 5618 | 0.04929 | Current | 7000.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 144.0 | True | 800.0 | 819.0 | 11.0 | 10.0 | 1024.0 | 0.08 | 0.09390 | 0.0809 | 44611.0 | AA | 7.0 | 8000 | 809.5 |
| 5636 | 0.05516 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 200.0 | True | 740.0 | 759.0 | 20.0 | 20.0 | 40423.0 | 0.39 | 0.10038 | 0.0869 | 34481.0 | AA | 7.0 | 15000 | 749.5 |
| 5675 | 0.04231 | Current | 7084.833333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 71.0 | True | 740.0 | 759.0 | 15.0 | 12.0 | 24510.0 | 0.27 | 0.07620 | 0.0629 | 77390.0 | AA | 7.0 | 20000 | 749.5 |
| 5929 | 0.06462 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 115.0 | False | 700.0 | 719.0 | 15.0 | 13.0 | 28134.0 | 0.26 | 0.13301 | 0.1050 | 7163.0 | A | 6.0 | 3300 | 709.5 |
| 6047 | 0.04261 | Current | 2500.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 79.0 | False | 800.0 | 819.0 | 10.0 | 10.0 | 2564.0 | NaN | 0.06726 | 0.0605 | 25836.0 | AA | 7.0 | 4000 | 809.5 |
| 6101 | 0.04261 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 14.0 | True | 760.0 | 779.0 | 12.0 | 12.0 | 5275.0 | NaN | 0.06726 | 0.0605 | 63825.0 | AA | 7.0 | 8500 | 769.5 |
| 6196 | 0.05047 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 209.0 | True | 720.0 | 739.0 | 16.0 | 14.0 | 4970.0 | 0.28 | 0.09000 | 0.0766 | 25036.0 | AA | 7.0 | 15000 | 729.5 |
| 6256 | 0.04806 | Current | 14166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 31.0 | True | 700.0 | 719.0 | 20.0 | 20.0 | 65991.0 | 0.13 | 0.09030 | 0.0769 | 3551.0 | AA | 7.0 | 20000 | 709.5 |
| 6411 | 0.04261 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 112.0 | True | 720.0 | 739.0 | 15.0 | 14.0 | 29234.0 | 0.27 | 0.07922 | 0.0659 | 73716.0 | AA | 7.0 | 15000 | 729.5 |
| 6430 | 0.04529 | Current | 8208.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 63.0 | False | 780.0 | 799.0 | 10.0 | 10.0 | 3863.0 | 0.08 | 0.07922 | 0.0659 | 71137.0 | AA | 7.0 | 2000 | 789.5 |
| 6481 | 0.04554 | Current | 5333.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 72.0 | True | 720.0 | 739.0 | 15.0 | 15.0 | 14935.0 | 0.25 | 0.08496 | 0.0716 | 91565.0 | AA | 7.0 | 12500 | 729.5 |
| 6644 | 0.04929 | Current | 3750.000000 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 78.0 | True | 820.0 | 839.0 | 9.0 | 9.0 | 339.0 | 0.25 | 0.09390 | 0.0809 | 26061.0 | AA | 7.0 | 10000 | 829.5 |
| 6652 | 0.06910 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Other | 78.0 | True | 720.0 | 739.0 | 17.0 | 17.0 | 82711.0 | 0.36 | 0.14658 | 0.1239 | 87734.0 | A | 6.0 | 12500 | 729.5 |
| 6704 | 0.04231 | Current | 7333.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 210.0 | False | 740.0 | 759.0 | 12.0 | 6.0 | 201.0 | 0.21 | 0.07620 | 0.0629 | 12999.0 | AA | 7.0 | 20000 | 749.5 |
| 6788 | 0.05516 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 141.0 | False | 800.0 | 819.0 | 9.0 | 9.0 | 5937.0 | 0.16 | 0.10038 | 0.0869 | 33844.0 | AA | 7.0 | 30000 | 809.5 |
| 6856 | 0.05516 | Current | 23333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 60.0 | True | 780.0 | 799.0 | 22.0 | 20.0 | 22856.0 | 0.14 | 0.10038 | 0.0869 | 137596.0 | AA | 7.0 | 35000 | 789.5 |
| 6862 | 0.04260 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 168.0 | True | 780.0 | 799.0 | 8.0 | 7.0 | 13529.0 | 0.17 | 0.06726 | 0.0605 | 27771.0 | AA | 7.0 | 11000 | 789.5 |
| 6899 | 0.04261 | Current | 3333.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 24.0 | True | 760.0 | 779.0 | 8.0 | 6.0 | 3424.0 | NaN | 0.06726 | 0.0605 | 16076.0 | AA | 7.0 | 3000 | 769.5 |
| 6922 | 0.05293 | Current | 8000.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 21.0 | True | 780.0 | 799.0 | 14.0 | 13.0 | 7335.0 | 0.12 | 0.10952 | 0.0874 | 25594.0 | A | 6.0 | 20000 | 789.5 |
| 6924 | 0.05047 | Current | 5166.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 89.0 | False | 800.0 | 819.0 | 18.0 | 18.0 | 1587.0 | 0.16 | 0.08495 | 0.0766 | 19672.0 | AA | 7.0 | 20000 | 809.5 |
| 7070 | 0.06153 | Current | 3300.833333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Full-time | 107.0 | False | 700.0 | 719.0 | 11.0 | 11.0 | 3997.0 | NaN | 0.12691 | 0.0990 | 3788.0 | A | 6.0 | 2000 | 709.5 |
| 7109 | 0.04261 | Current | 10833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 34.0 | True | 780.0 | 799.0 | 11.0 | 11.0 | 12775.0 | 0.18 | 0.06726 | 0.0605 | 51625.0 | AA | 7.0 | 12000 | 789.5 |
| 7115 | 0.06499 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 45.0 | False | 660.0 | 679.0 | 7.0 | 7.0 | 756.0 | 0.13 | 0.14206 | 0.1139 | 1494.0 | A | 6.0 | 5000 | 669.5 |
| 7171 | 0.04261 | Current | 9440.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 82.0 | True | 800.0 | 819.0 | 7.0 | 5.0 | 6770.0 | 0.22 | 0.06726 | 0.0605 | 25230.0 | AA | 7.0 | 15000 | 809.5 |
| 7274 | 0.06388 | Current | 8333.333333 | $100,000+ | 6.0 | 36 | 0.0 | 11.0 | NaN | Employed | 64.0 | False | 680.0 | 699.0 | 10.0 | 6.0 | 20607.0 | 0.23 | 0.13799 | 0.1099 | 55859.0 | A | 6.0 | 25000 | 689.5 |
| 7322 | 0.06388 | Current | 4549.916667 | $50,000-74,999 | 14.0 | 36 | 0.0 | 11.0 | NaN | Employed | 51.0 | False | 680.0 | 699.0 | 8.0 | 8.0 | 877.0 | 0.15 | 0.13799 | 0.1099 | 8220.0 | A | 6.0 | 15000 | 689.5 |
| 7333 | 0.06499 | Current | 11833.333333 | $100,000+ | 0.0 | 60 | 50.0 | 11.0 | NaN | Employed | 77.0 | False | 780.0 | 799.0 | 9.0 | 8.0 | 1251.0 | 0.08 | 0.13636 | 0.1139 | 73249.0 | A | 6.0 | 30000 | 789.5 |
| 7618 | 0.07819 | Current | 3011.666667 | $25,000-49,999 | 0.0 | 36 | 1824.0 | 11.0 | NaN | Employed | 39.0 | False | 680.0 | 699.0 | 13.0 | 13.0 | 15284.0 | 0.58 | 0.20217 | 0.1655 | 7792.0 | C | 4.0 | 10000 | 689.5 |
| 7738 | 0.05342 | Current | 11250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 38.0 | False | 680.0 | 699.0 | 7.0 | 7.0 | 4847.0 | 0.05 | 0.11599 | 0.0879 | 24677.0 | A | 6.0 | 12500 | 689.5 |
| 8126 | 0.04806 | Current | 20833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 37.0 | False | 720.0 | 739.0 | 14.0 | 14.0 | 34720.0 | 0.18 | 0.09065 | 0.0769 | 15448.0 | AA | 7.0 | 20000 | 729.5 |
| 8156 | 0.04261 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 156.0 | True | 800.0 | 819.0 | 12.0 | 12.0 | 5469.0 | 0.30 | 0.06726 | 0.0605 | 20731.0 | AA | 7.0 | 20000 | 809.5 |
| 8219 | 0.06153 | Current | 7916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 125.0 | True | 700.0 | 719.0 | 19.0 | 18.0 | 25952.0 | NaN | 0.12691 | 0.0990 | 28537.0 | A | 6.0 | 3500 | 709.5 |
| 8282 | 0.08004 | Current | 8612.500000 | $100,000+ | 12.0 | 60 | 0.0 | 11.0 | NaN | Employed | 31.0 | True | 640.0 | 659.0 | 7.0 | 7.0 | 227.0 | 0.15 | 0.16713 | 0.1440 | 500.0 | B | 5.0 | 15000 | 649.5 |
| 8291 | 0.06499 | Current | 36416.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 27.0 | True | 740.0 | 759.0 | 13.0 | 13.0 | 36505.0 | 0.14 | 0.13636 | 0.1139 | 31795.0 | A | 6.0 | 22000 | 749.5 |
| 8404 | 0.05879 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 257.0 | True | 700.0 | 719.0 | 7.0 | 7.0 | 15148.0 | 0.20 | 0.12113 | 0.0990 | 29189.0 | A | 6.0 | 15000 | 709.5 |
| 8446 | 0.08215 | Current | 6500.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 416.0 | True | 700.0 | 719.0 | 18.0 | 14.0 | 194117.0 | 0.30 | 0.17839 | 0.1550 | 6199.0 | B | 5.0 | 6000 | 709.5 |
| 8570 | 0.04231 | Current | 9333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 276.0 | True | 760.0 | 779.0 | 21.0 | 20.0 | 20513.0 | 0.11 | 0.07620 | 0.0629 | 150853.0 | AA | 7.0 | 12000 | 769.5 |
| 9039 | 0.04929 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 127.0 | False | 820.0 | 839.0 | 8.0 | 8.0 | 5332.0 | 0.10 | 0.09434 | 0.0809 | 120668.0 | AA | 7.0 | 33411 | 829.5 |
| 9438 | 0.07689 | Current | 5916.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 56.0 | False | 660.0 | 679.0 | 14.0 | 13.0 | 13986.0 | 0.24 | 0.17090 | 0.1349 | 2163.0 | B | 5.0 | 4000 | 669.5 |
| 9854 | 0.06081 | Current | 4250.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 177.0 | True | 820.0 | 839.0 | 7.0 | 7.0 | 2163.0 | 0.35 | 0.12614 | 0.1039 | 14087.0 | A | 6.0 | 9000 | 829.5 |
| 9935 | 0.06499 | Current | 6875.000000 | $75,000-99,999 | 41.0 | 36 | 0.0 | 11.0 | NaN | Employed | 58.0 | False | 660.0 | 679.0 | 6.0 | 5.0 | 802.0 | 0.23 | 0.14206 | 0.1139 | 3198.0 | A | 6.0 | 20000 | 669.5 |
| 10077 | 0.07689 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 150.0 | True | 700.0 | 719.0 | 15.0 | 14.0 | 3495.0 | 0.18 | 0.15783 | 0.1349 | 941.0 | B | 5.0 | 25000 | 709.5 |
| 10124 | 0.04231 | Current | 9000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 9.0 | True | 740.0 | 759.0 | 12.0 | 12.0 | 32652.0 | 0.24 | 0.07620 | 0.0629 | 54623.0 | AA | 7.0 | 15000 | 749.5 |
| 10147 | 0.04806 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 75.0 | True | 800.0 | 819.0 | 9.0 | 9.0 | 7547.0 | 0.32 | 0.09065 | 0.0769 | 42653.0 | AA | 7.0 | 15000 | 809.5 |
| 10171 | 0.04261 | Current | 5179.500000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 125.0 | True | 800.0 | 819.0 | 5.0 | 5.0 | 1462.0 | 0.05 | 0.06726 | 0.0605 | 13388.0 | AA | 7.0 | 2000 | 809.5 |
| 10262 | 0.06499 | Current | 5333.333333 | $50,000-74,999 | 7.0 | 36 | 128.0 | 11.0 | NaN | Employed | 83.0 | True | 660.0 | 679.0 | 7.0 | 6.0 | 3199.0 | 0.12 | 0.14206 | 0.1139 | 10017.0 | A | 6.0 | 13000 | 669.5 |
| 10272 | 0.04231 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 69.0 | True | 760.0 | 779.0 | 7.0 | 7.0 | 20811.0 | 0.11 | 0.07654 | 0.0629 | 30339.0 | AA | 7.0 | 18000 | 769.5 |
| 10275 | 0.04929 | Current | 10833.333333 | $100,000+ | 17.0 | 36 | 0.0 | 11.0 | NaN | Employed | 27.0 | True | 700.0 | 719.0 | 22.0 | 22.0 | 19082.0 | 0.21 | 0.09434 | 0.0809 | 19102.0 | AA | 7.0 | 8000 | 709.5 |
| 10303 | 0.05047 | Current | 5641.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 158.0 | False | 760.0 | 779.0 | 9.0 | 9.0 | 1289.0 | 0.18 | 0.09000 | 0.0766 | 33461.0 | AA | 7.0 | 20000 | 769.5 |
| 10331 | 0.04261 | Current | 5166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 79.0 | True | 820.0 | 839.0 | 20.0 | 19.0 | 8729.0 | 0.24 | 0.06726 | 0.0605 | 70118.0 | AA | 7.0 | 7000 | 829.5 |
| 10358 | 0.06081 | Current | 13083.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 108.0 | True | 700.0 | 719.0 | 15.0 | 14.0 | 15098.0 | 0.12 | 0.12614 | 0.1039 | 15524.0 | A | 6.0 | 6945 | 709.5 |
| 10382 | 0.04554 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 17.0 | False | 720.0 | 739.0 | 9.0 | 9.0 | 6010.0 | 0.21 | 0.08496 | 0.0716 | 10377.0 | AA | 7.0 | 20000 | 729.5 |
| 10411 | 0.05047 | Current | 5166.666667 | $50,000-74,999 | 8.0 | 36 | 0.0 | 11.0 | NaN | Employed | 14.0 | False | 720.0 | 739.0 | 10.0 | 8.0 | 2145.0 | 0.17 | 0.09000 | 0.0766 | 11305.0 | AA | 7.0 | 4000 | 729.5 |
| 10476 | 0.07487 | Current | 11833.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 126.0 | False | 720.0 | 739.0 | 11.0 | 11.0 | 47129.0 | 0.35 | 0.15271 | 0.1299 | 32171.0 | A | 6.0 | 10000 | 729.5 |
| 10538 | 0.06663 | Current | 5041.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 163.0 | False | 660.0 | 679.0 | 8.0 | 8.0 | 8295.0 | 0.19 | 0.13799 | 0.1099 | 956.0 | A | 6.0 | 12000 | 669.5 |
| 10792 | 0.04529 | Current | 11405.416667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 268.0 | True | 740.0 | 759.0 | 21.0 | 15.0 | 31243.0 | 0.13 | 0.07922 | 0.0659 | 27393.0 | AA | 7.0 | 4000 | 749.5 |
| 10827 | 0.04929 | Current | 6083.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 192.0 | True | 820.0 | 839.0 | 11.0 | 11.0 | 1204.0 | 0.11 | 0.09367 | 0.0809 | 30585.0 | AA | 7.0 | 20000 | 829.5 |
| 10881 | 0.04260 | Current | 3583.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 28.0 | True | 780.0 | 799.0 | 10.0 | 9.0 | 0.0 | 0.25 | 0.06726 | 0.0605 | 5000.0 | AA | 7.0 | 8000 | 789.5 |
| 10895 | 0.06499 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 36.0 | True | 700.0 | 719.0 | 10.0 | 10.0 | 43153.0 | 0.14 | 0.13636 | 0.1139 | 17817.0 | A | 6.0 | 3000 | 709.5 |
| 10899 | 0.07689 | Past Due (1-15 days) | 8666.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 58.0 | True | 700.0 | 719.0 | 7.0 | 6.0 | 207492.0 | 0.19 | 0.15783 | 0.1349 | 26768.0 | B | 5.0 | 25000 | 709.5 |
| 11140 | 0.06026 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 6.0 | False | 700.0 | 719.0 | 6.0 | 5.0 | 12958.0 | 0.20 | 0.12274 | 0.0949 | 64542.0 | A | 6.0 | 15000 | 709.5 |
| 11196 | 0.04231 | Current | 11833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 83.0 | True | 760.0 | 779.0 | 14.0 | 13.0 | 30811.0 | 0.12 | 0.07654 | 0.0629 | 46989.0 | AA | 7.0 | 18000 | 769.5 |
| 11381 | 0.04231 | Current | 6333.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 164.0 | True | 760.0 | 779.0 | 25.0 | 22.0 | 32917.0 | 0.30 | 0.07620 | 0.0629 | 124348.0 | AA | 7.0 | 20000 | 769.5 |
| 11494 | 0.05047 | Current | 14308.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 66.0 | False | 740.0 | 759.0 | 10.0 | 10.0 | 25672.0 | 0.14 | 0.09000 | 0.0766 | 53928.0 | AA | 7.0 | 16800 | 749.5 |
| 11521 | 0.04806 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 114.0 | True | 700.0 | 719.0 | 16.0 | 12.0 | 13895.0 | 0.21 | 0.09030 | 0.0769 | 12455.0 | AA | 7.0 | 6500 | 709.5 |
| 11537 | 0.04806 | Current | 11666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 72.0 | True | 700.0 | 719.0 | 17.0 | 17.0 | 44187.0 | 0.25 | 0.09030 | 0.0769 | 21113.0 | AA | 7.0 | 20000 | 709.5 |
| 11571 | 0.07487 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 85.0 | True | 680.0 | 699.0 | 10.0 | 7.0 | 9567.0 | 0.14 | 0.15833 | 0.1299 | 1653.0 | A | 6.0 | 25000 | 689.5 |
| 11695 | 0.06910 | Current | 7583.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 302.0 | True | 760.0 | 779.0 | 12.0 | 12.0 | 28042.0 | 0.29 | 0.14658 | 0.1239 | 26742.0 | A | 6.0 | 15000 | 769.5 |
| 11696 | 0.07077 | Current | 20833.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 122.0 | True | 740.0 | 759.0 | 21.0 | 20.0 | 71812.0 | 0.14 | 0.15425 | 0.1314 | 92212.0 | B | 5.0 | 35000 | 749.5 |
| 11823 | 0.07890 | Current | 26666.666667 | $100,000+ | 21.0 | 36 | 0.0 | 11.0 | NaN | Employed | 98.0 | False | 660.0 | 679.0 | 13.0 | 13.0 | 6516.0 | 0.16 | 0.17601 | 0.1399 | 3034.0 | B | 5.0 | 25000 | 669.5 |
| 11946 | 0.05047 | Current | 5416.666667 | $50,000-74,999 | 1.0 | 36 | 0.0 | 11.0 | NaN | Other | 41.0 | False | 720.0 | 739.0 | 6.0 | 6.0 | 1518.0 | 0.22 | 0.09000 | 0.0766 | 14942.0 | AA | 7.0 | 15000 | 729.5 |
| 12014 | 0.04261 | Current | 6779.166667 | $75,000-99,999 | 0.0 | 36 | 208.0 | 11.0 | NaN | Employed | 443.0 | False | 740.0 | 759.0 | 18.0 | 17.0 | 41179.0 | 0.23 | 0.07922 | 0.0659 | 129526.0 | AA | 7.0 | 10000 | 749.5 |
| 12090 | 0.08268 | Current | 4750.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 47.0 | False | 680.0 | 699.0 | 11.0 | 11.0 | 12894.0 | 0.41 | 0.19501 | 0.1585 | 28656.0 | B | 5.0 | 15000 | 689.5 |
| 12141 | 0.05298 | Current | 7024.416667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 62.0 | True | 720.0 | 739.0 | 7.0 | 5.0 | 788.0 | 0.09 | 0.09534 | 0.0819 | 10000.0 | AA | 7.0 | 15000 | 729.5 |
| 12143 | 0.04806 | Current | 13333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 5.0 | True | 720.0 | 739.0 | 11.0 | 10.0 | 46227.0 | 0.14 | 0.09065 | 0.0769 | 8373.0 | AA | 7.0 | 20000 | 729.5 |
| 12170 | 0.07077 | Current | 6216.500000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 149.0 | True | 680.0 | 699.0 | 12.0 | 11.0 | 26727.0 | 0.37 | 0.16732 | 0.1314 | 46590.0 | B | 5.0 | 15000 | 689.5 |
| 12253 | 0.05879 | Current | 4500.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 270.0 | False | 720.0 | 739.0 | 15.0 | 14.0 | 21358.0 | 0.43 | 0.12727 | 0.0990 | 23743.0 | A | 6.0 | 15000 | 729.5 |
| 12464 | 0.06081 | Current | 4436.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 12.0 | True | 740.0 | 759.0 | 16.0 | 14.0 | 17905.0 | 0.22 | 0.12637 | 0.1039 | 33371.0 | A | 6.0 | 15000 | 749.5 |
| 12506 | 0.04261 | Current | 6000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 63.0 | True | 800.0 | 819.0 | 11.0 | 10.0 | 9931.0 | 0.24 | 0.06726 | 0.0605 | 46600.0 | AA | 7.0 | 14500 | 809.5 |
| 12726 | 0.07689 | Current | 14583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 29.0 | True | 680.0 | 699.0 | 17.0 | 17.0 | 65618.0 | 0.16 | 0.17090 | 0.1349 | 49904.0 | B | 5.0 | 25000 | 689.5 |
| 12747 | 0.04261 | Current | 8750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 84.0 | True | 760.0 | 779.0 | 15.0 | 11.0 | 16151.0 | 0.22 | 0.06726 | 0.0605 | 42978.0 | AA | 7.0 | 18000 | 769.5 |
| 12961 | 0.06499 | Current | 6833.333333 | $75,000-99,999 | 1.0 | 36 | 0.0 | 11.0 | NaN | Employed | 67.0 | False | 660.0 | 679.0 | 13.0 | 6.0 | 1350.0 | 0.11 | 0.14206 | 0.1139 | 5500.0 | A | 6.0 | 9500 | 669.5 |
| 12973 | 0.04929 | Current | 11666.666667 | $100,000+ | 1.0 | 36 | 0.0 | 11.0 | NaN | Employed | 48.0 | True | 740.0 | 759.0 | 15.0 | 15.0 | 20318.0 | 0.26 | 0.09434 | 0.0809 | 49894.0 | AA | 7.0 | 24000 | 749.5 |
| 12978 | 0.06663 | Current | 12500.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 37.0 | True | 720.0 | 739.0 | 22.0 | 18.0 | 76588.0 | 0.19 | 0.13227 | 0.1099 | 49001.0 | A | 6.0 | 20000 | 729.5 |
| 12994 | 0.05568 | Current | 15833.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Self-employed | 116.0 | True | 740.0 | 759.0 | 14.0 | 13.0 | 16047.0 | NaN | 0.11501 | 0.0930 | 34704.0 | A | 6.0 | 15000 | 749.5 |
| 13153 | 0.04261 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 145.0 | True | 760.0 | 779.0 | 9.0 | 9.0 | 11472.0 | 0.17 | 0.07922 | 0.0659 | 59128.0 | AA | 7.0 | 6000 | 769.5 |
| 13291 | 0.05516 | Current | 7666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 43.0 | True | 780.0 | 799.0 | 11.0 | 10.0 | 19479.0 | 0.34 | 0.10038 | 0.0869 | 72621.0 | AA | 7.0 | 25000 | 789.5 |
| 13377 | 0.05047 | Current | 5250.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 196.0 | True | 740.0 | 759.0 | 17.0 | 16.0 | 11445.0 | 0.19 | 0.09000 | 0.0766 | 51905.0 | AA | 7.0 | 12000 | 749.5 |
| 13472 | 0.05879 | Current | 2166.666667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 152.0 | True | 720.0 | 739.0 | 11.0 | 11.0 | 13786.0 | 0.34 | 0.12691 | 0.0990 | 7108.0 | A | 6.0 | 4000 | 729.5 |
| 13479 | 0.05047 | Current | 2500.000000 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 60.0 | True | 780.0 | 799.0 | 8.0 | 8.0 | 1091.0 | 0.22 | 0.08495 | 0.0766 | 29409.0 | AA | 7.0 | 4000 | 789.5 |
| 13519 | 0.06081 | Current | 11666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 22.0 | True | 660.0 | 679.0 | 19.0 | 17.0 | 31559.0 | 0.26 | 0.13189 | 0.1039 | 3624.0 | A | 6.0 | 18000 | 669.5 |
| 13610 | 0.04231 | Current | 4321.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 17.0 | True | 780.0 | 799.0 | 10.0 | 10.0 | 13147.0 | 0.24 | 0.07620 | 0.0629 | 56853.0 | AA | 7.0 | 15000 | 789.5 |
| 13627 | 0.04929 | Current | 4333.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 197.0 | False | 800.0 | 819.0 | 7.0 | 7.0 | 11251.0 | 0.20 | 0.09390 | 0.0809 | 28001.0 | AA | 7.0 | 15000 | 809.5 |
| 13728 | 0.04806 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 7.0 | False | 720.0 | 739.0 | 22.0 | 20.0 | 2622.0 | 0.14 | 0.09065 | 0.0769 | 28659.0 | AA | 7.0 | 8000 | 729.5 |
| 13788 | 0.04929 | Current | 13750.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 38.0 | False | 760.0 | 779.0 | 9.0 | 9.0 | 1109.0 | 0.06 | 0.09367 | 0.0809 | 35591.0 | AA | 7.0 | 13500 | 769.5 |
| 13800 | 0.06499 | Current | 9166.666667 | $100,000+ | 32.0 | 36 | 0.0 | 11.0 | NaN | Employed | 288.0 | False | 660.0 | 679.0 | 7.0 | 7.0 | 8459.0 | 0.07 | 0.14206 | 0.1139 | 21046.0 | A | 6.0 | 11000 | 669.5 |
| 13807 | 0.06663 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 159.0 | True | 680.0 | 699.0 | 8.0 | 7.0 | 5939.0 | 0.06 | 0.13799 | 0.1099 | 3466.0 | A | 6.0 | 4650 | 689.5 |
| 13840 | 0.06417 | Current | 8750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 67.0 | True | 720.0 | 739.0 | 9.0 | 9.0 | 10191.0 | 0.42 | 0.14446 | 0.1159 | 3664.0 | A | 6.0 | 15000 | 729.5 |
| 13843 | 0.04231 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 102.0 | True | 740.0 | 759.0 | 13.0 | 12.0 | 17959.0 | 0.26 | 0.07620 | 0.0629 | 44191.0 | AA | 7.0 | 9000 | 749.5 |
| 13855 | 0.06663 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 6.0 | False | 740.0 | 759.0 | 5.0 | 5.0 | 16588.0 | 0.08 | 0.13799 | 0.1099 | 23412.0 | A | 6.0 | 25000 | 749.5 |
| 13912 | 0.05516 | Current | 45000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 166.0 | True | 780.0 | 799.0 | 20.0 | 18.0 | 27417.0 | 0.08 | 0.10038 | 0.0869 | 165764.0 | AA | 7.0 | 30000 | 789.5 |
| 13915 | 0.06081 | Current | 15416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 45.0 | True | 740.0 | 759.0 | 11.0 | 11.0 | 56540.0 | 0.17 | 0.13189 | 0.1039 | 36060.0 | A | 6.0 | 35000 | 749.5 |
| 13950 | 0.06663 | Current | 4672.500000 | $50,000-74,999 | 1.0 | 36 | 0.0 | 11.0 | NaN | Other | 30.0 | False | 660.0 | 679.0 | 11.0 | 11.0 | 6546.0 | 0.35 | 0.13799 | 0.1099 | 172.0 | A | 6.0 | 15000 | 669.5 |
| 13957 | 0.06968 | Current | 9433.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 77.0 | True | 760.0 | 779.0 | 6.0 | 6.0 | 2733.0 | 0.08 | 0.13840 | 0.1159 | 35767.0 | A | 6.0 | 30000 | 769.5 |
| 14022 | 0.06081 | Current | 11583.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 124.0 | False | 700.0 | 719.0 | 5.0 | 5.0 | 2900.0 | 0.07 | 0.12614 | 0.1039 | 6600.0 | A | 6.0 | 10000 | 709.5 |
| 14136 | 0.05568 | Current | 8166.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 74.0 | False | 680.0 | 699.0 | 8.0 | 8.0 | 23730.0 | 0.19 | 0.12081 | 0.0930 | 4129.0 | A | 6.0 | 20000 | 689.5 |
| 14161 | 0.06388 | Current | 9426.666667 | $100,000+ | 19.0 | 36 | 0.0 | 11.0 | NaN | Employed | 90.0 | False | 680.0 | 699.0 | 10.0 | 9.0 | 7010.0 | 0.13 | 0.13836 | 0.1099 | 8790.0 | A | 6.0 | 11000 | 689.5 |
| 14510 | 0.04554 | Current | 4666.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 75.0 | False | 740.0 | 759.0 | 7.0 | 7.0 | 18256.0 | 0.28 | 0.08531 | 0.0716 | 38644.0 | AA | 7.0 | 15000 | 749.5 |
| 14532 | 0.04261 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 40.0 | True | 820.0 | 839.0 | 5.0 | 5.0 | 704.0 | 0.10 | 0.06726 | 0.0605 | 23796.0 | AA | 7.0 | 10000 | 829.5 |
| 14566 | 0.07284 | Current | 6333.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 175.0 | True | 740.0 | 759.0 | 15.0 | 13.0 | 42666.0 | 0.25 | 0.14760 | 0.1249 | 30326.0 | A | 6.0 | 25000 | 749.5 |
| 14581 | 0.07890 | Current | 7583.333333 | $75,000-99,999 | 1.0 | 60 | 0.0 | 11.0 | NaN | Employed | 33.0 | True | 680.0 | 699.0 | 10.0 | 8.0 | 11975.0 | 0.24 | 0.16294 | 0.1399 | 1425.0 | B | 5.0 | 20000 | 689.5 |
| 14787 | 0.07077 | Current | 17500.000000 | $100,000+ | 1.0 | 60 | 0.0 | 11.0 | NaN | Employed | 29.0 | True | 720.0 | 739.0 | 16.0 | 15.0 | 39801.0 | 0.16 | 0.15425 | 0.1314 | 27203.0 | B | 5.0 | 30000 | 729.5 |
| 14938 | 0.04260 | Current | 14166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 97.0 | True | 820.0 | 839.0 | 9.0 | 8.0 | 5467.0 | NaN | 0.06726 | 0.0605 | 128533.0 | AA | 7.0 | 15000 | 829.5 |
| 14951 | 0.05516 | Current | 8161.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 388.0 | True | 780.0 | 799.0 | 17.0 | 16.0 | 29560.0 | 0.24 | 0.10038 | 0.0869 | 55057.0 | AA | 7.0 | 25000 | 789.5 |
| 15214 | 0.05047 | Current | 3583.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 12.0 | True | 720.0 | 739.0 | 10.0 | 9.0 | 4599.0 | 0.15 | 0.09000 | 0.0766 | 17401.0 | AA | 7.0 | 10000 | 729.5 |
| 15345 | 0.06388 | Current | 14750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 15.0 | True | 680.0 | 699.0 | 12.0 | 11.0 | 8449.0 | 0.17 | 0.13799 | 0.1099 | 1134.0 | A | 6.0 | 14500 | 689.5 |
| 15505 | 0.05879 | Current | 12916.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 10.0 | True | 740.0 | 759.0 | 19.0 | 18.0 | 39920.0 | 0.16 | 0.12113 | 0.0990 | 87927.0 | A | 6.0 | 20000 | 749.5 |
| 15842 | 0.06499 | Current | 6400.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 120.0 | False | 700.0 | 719.0 | 7.0 | 6.0 | 1436.0 | 0.22 | 0.13636 | 0.1139 | 34364.0 | A | 6.0 | 20000 | 709.5 |
| 15867 | 0.05984 | Current | 13500.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 110.0 | True | 740.0 | 759.0 | 9.0 | 7.0 | 35928.0 | 0.07 | 0.12535 | 0.1029 | 13193.0 | A | 6.0 | 18000 | 749.5 |
| 16059 | 0.08268 | Current | 4916.666667 | $50,000-74,999 | 2.0 | 36 | 0.0 | 11.0 | NaN | Employed | 8.0 | False | 660.0 | 679.0 | 3.0 | 3.0 | 592.0 | 0.30 | 0.19501 | 0.1585 | 5000.0 | B | 5.0 | 2500 | 669.5 |
| 16189 | 0.07689 | Current | 34166.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 1.0 | True | 700.0 | 719.0 | 18.0 | 17.0 | 36914.0 | 0.13 | 0.15783 | 0.1349 | 7042.0 | B | 5.0 | 25000 | 709.5 |
| 16238 | 0.06026 | Current | 31166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 166.0 | True | 780.0 | 799.0 | 19.0 | 17.0 | 39401.0 | 0.15 | 0.12274 | 0.0949 | 63399.0 | A | 6.0 | 35000 | 789.5 |
| 16360 | 0.06081 | Current | 3250.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 45.0 | False | 660.0 | 679.0 | 7.0 | 7.0 | 10523.0 | 0.14 | 0.13189 | 0.1039 | 33177.0 | A | 6.0 | 8000 | 669.5 |
| 16493 | 0.04806 | Current | 3583.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 38.0 | False | 700.0 | 719.0 | 8.0 | 6.0 | 345.0 | 0.20 | 0.09030 | 0.0769 | 3155.0 | AA | 7.0 | 6500 | 709.5 |
| 16534 | 0.04261 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 39.0 | True | 740.0 | 759.0 | 13.0 | 13.0 | 66577.0 | 0.23 | 0.07922 | 0.0659 | 112526.0 | AA | 7.0 | 20000 | 749.5 |
| 16538 | 0.05879 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 159.0 | True | 700.0 | 719.0 | 9.0 | 9.0 | 8621.0 | 0.29 | 0.12691 | 0.0990 | 10079.0 | A | 6.0 | 4500 | 709.5 |
| 16586 | 0.05047 | Current | 11250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 221.0 | False | 720.0 | 739.0 | 18.0 | 18.0 | 26766.0 | 0.19 | 0.09000 | 0.0766 | 82392.0 | AA | 7.0 | 20000 | 729.5 |
| 16615 | 0.04806 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 137.0 | True | 720.0 | 739.0 | 12.0 | 11.0 | 13347.0 | NaN | 0.09030 | 0.0769 | 8778.0 | AA | 7.0 | 15000 | 729.5 |
| 16712 | 0.04261 | Current | 18333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 1.0 | True | 720.0 | 739.0 | 12.0 | 8.0 | 96561.0 | 0.08 | 0.07922 | 0.0659 | 98598.0 | AA | 7.0 | 20000 | 729.5 |
| 16826 | 0.06970 | Current | 23333.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 35.0 | True | 700.0 | 719.0 | 23.0 | 23.0 | 44626.0 | 0.23 | 0.15016 | 0.1274 | 36035.0 | B | 5.0 | 25000 | 709.5 |
| 16833 | 0.04529 | Current | 9166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 375.0 | True | 740.0 | 759.0 | 10.0 | 9.0 | 32605.0 | 0.29 | 0.07922 | 0.0659 | 8535.0 | AA | 7.0 | 15000 | 749.5 |
| 16837 | 0.04261 | Current | 5500.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 0.0 | True | 760.0 | 779.0 | 20.0 | 19.0 | 34374.0 | 0.30 | 0.07922 | 0.0659 | 116408.0 | AA | 7.0 | 20000 | 769.5 |
| 16888 | 0.08215 | Current | 11166.666667 | $100,000+ | 3.0 | 36 | 0.0 | 11.0 | NaN | Employed | 57.0 | True | 660.0 | 679.0 | 12.0 | 12.0 | 17690.0 | 0.17 | 0.19144 | 0.1550 | 1947.0 | B | 5.0 | 25000 | 669.5 |
| 16993 | 0.06968 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 121.0 | False | 740.0 | 759.0 | 13.0 | 13.0 | 3606.0 | 0.29 | 0.13840 | 0.1159 | 3367.0 | A | 6.0 | 15000 | 749.5 |
| 17003 | 0.04260 | Current | 7583.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 291.0 | True | 780.0 | 799.0 | 13.0 | 11.0 | 15183.0 | 0.16 | 0.06726 | 0.0605 | 33017.0 | AA | 7.0 | 10000 | 789.5 |
| 17067 | 0.07890 | Current | 13208.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 298.0 | True | 720.0 | 739.0 | 15.0 | 13.0 | 26561.0 | 0.23 | 0.16294 | 0.1399 | 2255.0 | B | 5.0 | 33000 | 729.5 |
| 17202 | 0.06388 | Current | 9166.666667 | $100,000+ | 4.0 | 36 | 0.0 | 11.0 | NaN | Employed | 176.0 | False | 700.0 | 719.0 | 12.0 | 11.0 | 15752.0 | 0.21 | 0.13799 | 0.1099 | 23648.0 | A | 6.0 | 25000 | 709.5 |
| 17234 | 0.04231 | Current | 21666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 317.0 | True | 780.0 | 799.0 | 15.0 | 13.0 | 25514.0 | 0.18 | 0.07620 | 0.0629 | 61476.0 | AA | 7.0 | 11200 | 789.5 |
| 17508 | 0.06970 | Current | 9095.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 294.0 | True | 740.0 | 759.0 | 12.0 | 10.0 | 37566.0 | 0.28 | 0.15016 | 0.1274 | 55734.0 | B | 5.0 | 35000 | 749.5 |
| 17821 | 0.06499 | Current | 13946.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 204.0 | True | 820.0 | 839.0 | 11.0 | 8.0 | 3098.0 | 0.11 | 0.13636 | 0.1139 | 73902.0 | A | 6.0 | 35000 | 829.5 |
| 17961 | 0.06499 | Current | 7666.666667 | $75,000-99,999 | 6.0 | 36 | 0.0 | 11.0 | NaN | Employed | 119.0 | True | 660.0 | 679.0 | 5.0 | 5.0 | 4227.0 | 0.06 | 0.14206 | 0.1139 | 500.0 | A | 6.0 | 5000 | 669.5 |
| 18035 | 0.06291 | Current | 5333.333333 | $50,000-74,999 | 10.0 | 36 | 0.0 | 11.0 | NaN | Employed | 86.0 | False | 660.0 | 679.0 | 7.0 | 6.0 | 7266.0 | 0.10 | 0.13734 | 0.1089 | 6584.0 | A | 6.0 | 5000 | 669.5 |
| 18051 | 0.06910 | Current | 15000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 57.0 | False | 760.0 | 779.0 | 10.0 | 10.0 | 29321.0 | 0.11 | 0.14658 | 0.1239 | 78779.0 | A | 6.0 | 23000 | 769.5 |
| 18083 | 0.04260 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 19.0 | True | 820.0 | 839.0 | 12.0 | 8.0 | 2766.0 | 0.13 | 0.06726 | 0.0605 | 18474.0 | AA | 7.0 | 10000 | 829.5 |
| 18142 | 0.05047 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 33.0 | True | 760.0 | 779.0 | 13.0 | 12.0 | 18288.0 | 0.10 | 0.09000 | 0.0766 | 57084.0 | AA | 7.0 | 20000 | 769.5 |
| 18410 | 0.04554 | Current | 15833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 117.0 | True | 700.0 | 719.0 | 6.0 | 4.0 | 3266.0 | 0.05 | 0.08496 | 0.0716 | 19134.0 | AA | 7.0 | 8000 | 709.5 |
| 18444 | 0.04806 | Current | 8083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 36.0 | True | 720.0 | 739.0 | 15.0 | 13.0 | 64426.0 | 0.23 | 0.09065 | 0.0769 | 112924.0 | AA | 7.0 | 20000 | 729.5 |
| 18514 | 0.06663 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 161.0 | True | 740.0 | 759.0 | 12.0 | 11.0 | 1858.0 | 0.12 | 0.13227 | 0.1099 | 4042.0 | A | 6.0 | 15000 | 749.5 |
| 18594 | 0.06663 | Current | 5666.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 430.0 | True | 740.0 | 759.0 | 15.0 | 15.0 | 26363.0 | 0.15 | 0.13227 | 0.1099 | 59503.0 | A | 6.0 | 9000 | 749.5 |
| 18688 | 0.04260 | Current | 8023.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 87.0 | False | 800.0 | 819.0 | 5.0 | 5.0 | 1949.0 | 0.10 | 0.06726 | 0.0605 | 12751.0 | AA | 7.0 | 10000 | 809.5 |
| 18757 | 0.05047 | Current | 10000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 111.0 | False | 780.0 | 799.0 | 9.0 | 9.0 | 2247.0 | 0.10 | 0.08495 | 0.0766 | 58153.0 | AA | 7.0 | 13000 | 789.5 |
| 18968 | 0.04806 | Current | 5047.833333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 70.0 | True | 760.0 | 779.0 | 17.0 | 16.0 | 14225.0 | 0.42 | 0.09030 | 0.0769 | 32047.0 | AA | 7.0 | 13000 | 769.5 |
| 19185 | 0.04260 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 86.0 | True | 780.0 | 799.0 | 18.0 | 17.0 | 4617.0 | 0.12 | 0.06726 | 0.0605 | 49183.0 | AA | 7.0 | 20000 | 789.5 |
| 19209 | 0.08215 | Current | 12083.333333 | $100,000+ | 11.0 | 60 | 1620.0 | 11.0 | NaN | Employed | 35.0 | True | 680.0 | 699.0 | 9.0 | 8.0 | 95508.0 | 0.17 | 0.17839 | 0.1550 | 27492.0 | B | 5.0 | 25000 | 689.5 |
| 19247 | 0.06663 | Completed | 6083.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 172.0 | False | 740.0 | 759.0 | 7.0 | 7.0 | 7082.0 | 0.20 | 0.13227 | 0.1099 | 23918.0 | A | 6.0 | 20000 | 749.5 |
| 19292 | 0.05047 | Current | 9645.833333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 31.0 | True | 720.0 | 739.0 | 27.0 | 25.0 | 32926.0 | 0.15 | 0.09000 | 0.0766 | 75076.0 | AA | 7.0 | 10500 | 729.5 |
| 19337 | 0.04260 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 21.0 | False | 760.0 | 779.0 | 17.0 | 17.0 | 6136.0 | 0.16 | 0.06726 | 0.0605 | 58775.0 | AA | 7.0 | 4500 | 769.5 |
| 19386 | 0.04929 | Current | 4558.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 30.0 | True | 800.0 | 819.0 | 8.0 | 8.0 | 2516.0 | 0.14 | 0.09367 | 0.0809 | 40034.0 | AA | 7.0 | 11000 | 809.5 |
| 19423 | 0.05047 | Current | 14166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 51.0 | False | 720.0 | 739.0 | 9.0 | 9.0 | 17297.0 | 0.11 | 0.09000 | 0.0766 | 14624.0 | AA | 7.0 | 16000 | 729.5 |
| 19574 | 0.04806 | Current | 11666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 233.0 | True | 720.0 | 739.0 | 12.0 | 10.0 | 93085.0 | 0.17 | 0.09030 | 0.0769 | 43881.0 | AA | 7.0 | 20000 | 729.5 |
| 19724 | 0.05293 | Current | 20833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 73.0 | False | 720.0 | 739.0 | 12.0 | 11.0 | 17893.0 | 0.12 | 0.11548 | 0.0874 | 17136.0 | A | 6.0 | 25000 | 729.5 |
| 19838 | 0.04656 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 314.0 | True | 760.0 | 779.0 | 25.0 | 25.0 | 28456.0 | 0.22 | 0.08325 | 0.0699 | 101989.0 | AA | 7.0 | 20000 | 769.5 |
| 19843 | 0.06663 | Current | 8233.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 22.0 | False | 720.0 | 739.0 | 6.0 | 6.0 | 7083.0 | 0.21 | 0.13227 | 0.1099 | 8376.0 | A | 6.0 | 7500 | 729.5 |
| 19889 | 0.04261 | Current | 3833.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 4.0 | True | 800.0 | 819.0 | 12.0 | 11.0 | 6339.0 | 0.27 | 0.06726 | 0.0605 | 51775.0 | AA | 7.0 | 10000 | 809.5 |
| 19901 | 0.08728 | Current | 3750.000000 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 80.0 | False | 660.0 | 679.0 | 12.0 | 12.0 | 17983.0 | 0.33 | 0.21115 | 0.1870 | 24564.0 | C | 4.0 | 10000 | 669.5 |
| 20000 | 0.05984 | Current | 6429.166667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 100.0 | True | 820.0 | 839.0 | 5.0 | 5.0 | 9544.0 | 0.10 | 0.12535 | 0.1029 | 60956.0 | A | 6.0 | 25000 | 829.5 |
| 20005 | 0.06081 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 31.0 | True | 740.0 | 759.0 | 15.0 | 13.0 | 20251.0 | 0.50 | 0.13189 | 0.1039 | 11641.0 | A | 6.0 | 15000 | 749.5 |
| 20022 | 0.06081 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 42.0 | False | 740.0 | 759.0 | 9.0 | 9.0 | 35903.0 | 0.13 | 0.13189 | 0.1039 | 46497.0 | A | 6.0 | 35000 | 749.5 |
| 20024 | 0.07819 | Current | 3333.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 41.0 | False | 680.0 | 699.0 | 9.0 | 8.0 | 39856.0 | 0.51 | 0.20217 | 0.1655 | 130644.0 | C | 4.0 | 8000 | 689.5 |
| 20123 | 0.07078 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 102.0 | True | 740.0 | 759.0 | 17.0 | 15.0 | 4274.0 | 0.13 | 0.14249 | 0.1199 | 7211.0 | A | 6.0 | 25000 | 749.5 |
| 20264 | 0.08004 | Current | 8226.666667 | $75,000-99,999 | 24.0 | 36 | 0.0 | 11.0 | NaN | Employed | 180.0 | True | 640.0 | 659.0 | 8.0 | 8.0 | 7932.0 | 0.13 | 0.18020 | 0.1440 | 164.0 | B | 5.0 | 2000 | 649.5 |
| 20287 | 0.06663 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 109.0 | True | 780.0 | 799.0 | 11.0 | 11.0 | 20383.0 | 0.35 | 0.13227 | 0.1099 | 49756.0 | A | 6.0 | 15000 | 789.5 |
| 20454 | 0.04260 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 364.0 | True | 780.0 | 799.0 | 16.0 | 13.0 | 31205.0 | 0.16 | 0.06726 | 0.0605 | 143395.0 | AA | 7.0 | 20000 | 789.5 |
| 20456 | 0.04260 | Current | 6843.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 82.0 | True | 800.0 | 819.0 | 16.0 | 15.0 | 734.0 | 0.18 | 0.06726 | 0.0605 | 108715.0 | AA | 7.0 | 10000 | 809.5 |
| 20549 | 0.06925 | Current | 4708.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 136.0 | True | 720.0 | 739.0 | 25.0 | 21.0 | 20896.0 | 0.45 | 0.16175 | 0.1385 | 26059.0 | B | 5.0 | 15000 | 729.5 |
| 20551 | 0.04554 | Current | 9666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 30.0 | True | 740.0 | 759.0 | 14.0 | 14.0 | 40102.0 | 0.17 | 0.08531 | 0.0716 | 26502.0 | AA | 7.0 | 20000 | 749.5 |
| 20737 | 0.06706 | Current | 5000.000000 | $50,000-74,999 | 24.0 | 36 | 2445.0 | 11.0 | NaN | Employed | 544.0 | True | 640.0 | 659.0 | 3.0 | 3.0 | 280.0 | 0.12 | 0.14714 | 0.1189 | 220.0 | A | 6.0 | 12000 | 649.5 |
| 20756 | 0.05568 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 74.0 | False | 720.0 | 739.0 | 8.0 | 6.0 | 9219.0 | 0.19 | 0.12081 | 0.0930 | 7953.0 | A | 6.0 | 25000 | 729.5 |
| 20856 | 0.06663 | Current | 15000.000000 | $100,000+ | 6.0 | 60 | 0.0 | 11.0 | NaN | Employed | 4.0 | True | 740.0 | 759.0 | 10.0 | 9.0 | 6732.0 | 0.10 | 0.13227 | 0.1099 | 76533.0 | A | 6.0 | 12000 | 749.5 |
| 20915 | 0.04260 | Current | 8666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 283.0 | True | 800.0 | 819.0 | 16.0 | 16.0 | 141642.0 | 0.21 | 0.06726 | 0.0605 | 94858.0 | AA | 7.0 | 18000 | 809.5 |
| 20931 | 0.04261 | Current | 11333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 53.0 | True | 760.0 | 779.0 | 7.0 | 6.0 | 9165.0 | 0.18 | 0.06726 | 0.0605 | 29527.0 | AA | 7.0 | 7000 | 769.5 |
| 21180 | 0.07192 | Current | 12500.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 9.0 | True | 720.0 | 739.0 | 10.0 | 10.0 | 26007.0 | 0.12 | 0.15844 | 0.1355 | 5263.0 | B | 5.0 | 35000 | 729.5 |
| 21413 | 0.05879 | Current | 11666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 474.0 | True | 720.0 | 739.0 | 15.0 | 14.0 | 26082.0 | 0.20 | 0.12727 | 0.0990 | 30626.0 | A | 6.0 | 24000 | 729.5 |
| 21444 | 0.04929 | Current | 6250.000000 | $75,000-99,999 | 2.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 11.0 | True | 680.0 | 699.0 | 9.0 | 8.0 | 0.0 | NaN | 0.09434 | 0.0809 | 9000.0 | AA | 7.0 | 15000 | 689.5 |
| 21480 | 0.06499 | Current | 5833.333333 | $50,000-74,999 | 5.0 | 36 | 92753.0 | 11.0 | NaN | Employed | 59.0 | False | 660.0 | 679.0 | 5.0 | 5.0 | 886.0 | 0.25 | 0.14206 | 0.1139 | 1374.0 | A | 6.0 | 10000 | 669.5 |
| 21522 | 0.04529 | Current | 8166.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 110.0 | True | 780.0 | 799.0 | 10.0 | 8.0 | 16761.0 | 0.08 | 0.07922 | 0.0659 | 45239.0 | AA | 7.0 | 12000 | 789.5 |
| 21597 | 0.04260 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 244.0 | True | 760.0 | 779.0 | 10.0 | 10.0 | 33170.0 | 0.24 | 0.06726 | 0.0605 | 83330.0 | AA | 7.0 | 19500 | 769.5 |
| 21646 | 0.04261 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 152.0 | 11.0 | NaN | Employed | 86.0 | True | 720.0 | 739.0 | 13.0 | 13.0 | 5637.0 | 0.18 | 0.07957 | 0.0659 | 19871.0 | AA | 7.0 | 5100 | 729.5 |
| 21675 | 0.06291 | Current | 7083.333333 | $75,000-99,999 | 17.0 | 36 | 0.0 | 11.0 | NaN | Employed | 199.0 | True | 680.0 | 699.0 | 8.0 | 8.0 | 35928.0 | 0.10 | 0.13734 | 0.1089 | 26592.0 | A | 6.0 | 9000 | 689.5 |
| 21688 | 0.05047 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 406.0 | True | 720.0 | 739.0 | 7.0 | 6.0 | 48595.0 | NaN | 0.09000 | 0.0766 | 9456.0 | AA | 7.0 | 7500 | 729.5 |
| 21876 | 0.05342 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 32.0 | 11.0 | NaN | Employed | 90.0 | False | 700.0 | 719.0 | 10.0 | 10.0 | 10853.0 | 0.18 | 0.11563 | 0.0879 | 5409.0 | A | 6.0 | 10000 | 709.5 |
| 21899 | 0.06417 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 27.0 | True | 720.0 | 739.0 | 16.0 | 16.0 | 30790.0 | 0.31 | 0.13864 | 0.1159 | 7856.0 | A | 6.0 | 20000 | 729.5 |
| 21967 | 0.06663 | Current | 9166.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 153.0 | False | 740.0 | 759.0 | 8.0 | 3.0 | 1120.0 | 0.05 | 0.13227 | 0.1099 | 12880.0 | A | 6.0 | 13000 | 749.5 |
| 21990 | 0.08872 | Current | 15000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 45.0 | False | 640.0 | 659.0 | 9.0 | 9.0 | 13299.0 | 0.09 | 0.21576 | 0.1915 | 1150.0 | C | 4.0 | 21500 | 649.5 |
| 22016 | 0.04806 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 34.0 | True | 720.0 | 739.0 | 10.0 | 7.0 | 15223.0 | 0.28 | 0.09065 | 0.0769 | 22282.0 | AA | 7.0 | 16000 | 729.5 |
| 22234 | 0.04231 | Completed | 7916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 106.0 | True | 740.0 | 759.0 | 15.0 | 14.0 | 28467.0 | 0.13 | 0.07620 | 0.0629 | 80233.0 | AA | 7.0 | 2000 | 749.5 |
| 22392 | 0.04261 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 90.0 | True | 780.0 | 799.0 | 6.0 | 5.0 | 111378.0 | 0.13 | 0.06726 | 0.0605 | 15543.0 | AA | 7.0 | 16000 | 789.5 |
| 22449 | 0.05879 | Current | 6000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 101.0 | True | 720.0 | 739.0 | 20.0 | 15.0 | 12557.0 | 0.28 | 0.12691 | 0.0990 | 2759.0 | A | 6.0 | 5000 | 729.5 |
| 22586 | 0.04929 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 183.0 | True | 780.0 | 799.0 | 8.0 | 7.0 | 3776.0 | 0.16 | 0.09367 | 0.0809 | 6771.0 | AA | 7.0 | 20000 | 789.5 |
| 22641 | 0.04231 | Current | 9166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 183.0 | True | 780.0 | 799.0 | 26.0 | 24.0 | 17548.0 | 0.24 | 0.07654 | 0.0629 | 131824.0 | AA | 7.0 | 6000 | 789.5 |
| 22804 | 0.05516 | Current | 18750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 8.0 | True | 720.0 | 739.0 | 12.0 | 11.0 | 45986.0 | 0.11 | 0.10038 | 0.0869 | 83714.0 | AA | 7.0 | 20000 | 729.5 |
| 22920 | 0.07344 | Current | 14166.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 78.0 | True | 720.0 | 739.0 | 13.0 | 10.0 | 15073.0 | 0.08 | 0.16304 | 0.1400 | 32686.0 | B | 5.0 | 35000 | 729.5 |
| 23063 | 0.04806 | Current | 8166.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 101.0 | False | 800.0 | 819.0 | 12.0 | 7.0 | 2101.0 | 0.11 | 0.09065 | 0.0769 | 89499.0 | AA | 7.0 | 25000 | 809.5 |
| 23114 | 0.04231 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 22.0 | True | 740.0 | 759.0 | 8.0 | 7.0 | 11370.0 | 0.17 | 0.07620 | 0.0629 | 12278.0 | AA | 7.0 | 15000 | 749.5 |
| 23306 | 0.07344 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 43.0 | True | 660.0 | 679.0 | 10.0 | 8.0 | 29611.0 | 0.26 | 0.16304 | 0.1400 | 5108.0 | B | 5.0 | 20000 | 669.5 |
| 23314 | 0.04231 | Current | 4165.666667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 73.0 | False | 740.0 | 759.0 | 3.0 | 3.0 | 4565.0 | 0.10 | 0.07620 | 0.0629 | 7935.0 | AA | 7.0 | 8500 | 749.5 |
| 23425 | 0.07344 | Current | 4583.333333 | $50,000-74,999 | 28.0 | 60 | 0.0 | 11.0 | NaN | Employed | 452.0 | False | 660.0 | 679.0 | 11.0 | 11.0 | 10855.0 | 0.15 | 0.16304 | 0.1400 | 3997.0 | B | 5.0 | 5400 | 669.5 |
| 23466 | 0.04929 | Current | 32500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 7.0 | True | 700.0 | 719.0 | 21.0 | 21.0 | 460967.0 | 0.13 | 0.09434 | 0.0809 | 26723.0 | AA | 7.0 | 20000 | 709.5 |
| 23764 | 0.04806 | Current | 6333.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 364.0 | True | 700.0 | 719.0 | 8.0 | 8.0 | 43797.0 | 0.24 | 0.09030 | 0.0769 | 2358.0 | AA | 7.0 | 9500 | 709.5 |
| 23799 | 0.05516 | Current | 4416.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 286.0 | True | 800.0 | 819.0 | 7.0 | 7.0 | 12646.0 | 0.19 | 0.09975 | 0.0869 | 33664.0 | AA | 7.0 | 15000 | 809.5 |
| 23858 | 0.04929 | Current | 12166.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 232.0 | True | 760.0 | 779.0 | 15.0 | 12.0 | 140549.0 | 0.11 | 0.09367 | 0.0809 | 29616.0 | AA | 7.0 | 15000 | 769.5 |
| 23864 | 0.06970 | Current | 6833.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 58.0 | False | 700.0 | 719.0 | 8.0 | 5.0 | 373.0 | 0.28 | 0.15016 | 0.1274 | 2827.0 | B | 5.0 | 8000 | 709.5 |
| 23967 | 0.05047 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 30.0 | True | 740.0 | 759.0 | 9.0 | 9.0 | 59029.0 | 0.12 | 0.09000 | 0.0766 | 26854.0 | AA | 7.0 | 9000 | 749.5 |
| 24037 | 0.06499 | Current | 15833.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 171.0 | True | 780.0 | 799.0 | 12.0 | 12.0 | 17120.0 | 0.07 | 0.13636 | 0.1139 | 135448.0 | A | 6.0 | 25000 | 789.5 |
| 24133 | 0.08004 | Current | 14166.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 6.0 | True | 720.0 | 739.0 | 12.0 | 11.0 | 50838.0 | 0.18 | 0.16713 | 0.1440 | 22032.0 | B | 5.0 | 35000 | 729.5 |
| 24296 | 0.06499 | Current | 15833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 88.0 | True | 720.0 | 739.0 | 18.0 | 16.0 | 67356.0 | 0.14 | 0.14206 | 0.1139 | 76945.0 | A | 6.0 | 35000 | 729.5 |
| 24350 | 0.07077 | Current | 5666.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 158.0 | True | 680.0 | 699.0 | 13.0 | 13.0 | 17166.0 | 0.29 | 0.16732 | 0.1314 | 60.0 | B | 5.0 | 2800 | 689.5 |
| 24575 | 0.04261 | Current | 11833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 14.0 | True | 820.0 | 839.0 | 12.0 | 10.0 | 603.0 | 0.11 | 0.06726 | 0.0605 | 50997.0 | AA | 7.0 | 12500 | 829.5 |
| 24771 | 0.06925 | Current | 4416.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 231.0 | True | 720.0 | 739.0 | 11.0 | 11.0 | 29795.0 | 0.44 | 0.16175 | 0.1385 | 27705.0 | B | 5.0 | 15000 | 729.5 |
| 24773 | 0.04261 | Current | 7916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 192.0 | True | 740.0 | 759.0 | 16.0 | 16.0 | 49362.0 | 0.23 | 0.07922 | 0.0659 | 58249.0 | AA | 7.0 | 20000 | 749.5 |
| 24899 | 0.06663 | Current | 14166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 231.0 | True | 720.0 | 739.0 | 17.0 | 16.0 | 90466.0 | 0.21 | 0.13799 | 0.1099 | 143034.0 | A | 6.0 | 30000 | 729.5 |
| 24946 | 0.06026 | Current | 16250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 37.0 | True | 780.0 | 799.0 | 15.0 | 15.0 | 5868.0 | 0.22 | 0.12274 | 0.0949 | 59232.0 | A | 6.0 | 32500 | 789.5 |
| 24950 | 0.07344 | Current | 4000.000000 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 22.0 | False | 660.0 | 679.0 | 8.0 | 6.0 | 7593.0 | 0.28 | 0.16328 | 0.1400 | 2027.0 | B | 5.0 | 15000 | 669.5 |
| 25015 | 0.04260 | Current | 12666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 72.0 | True | 840.0 | 859.0 | 12.0 | 11.0 | 2470.0 | 0.11 | 0.06726 | 0.0605 | 56610.0 | AA | 7.0 | 18000 | 849.5 |
| 25094 | 0.04529 | Current | 4000.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 42.0 | True | 740.0 | 759.0 | 17.0 | 16.0 | 8029.0 | 0.31 | 0.07922 | 0.0659 | 15818.0 | AA | 7.0 | 13000 | 749.5 |
| 25128 | 0.06663 | Current | 4416.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 134.0 | True | 800.0 | 819.0 | 11.0 | 11.0 | 7020.0 | 0.33 | 0.13227 | 0.1099 | 34081.0 | A | 6.0 | 11500 | 809.5 |
| 25201 | 0.08154 | Current | 11250.000000 | $100,000+ | 8.0 | 60 | 0.0 | 11.0 | NaN | Employed | 0.0 | True | 720.0 | 739.0 | 15.0 | 14.0 | 1494.0 | 0.15 | 0.17174 | 0.1485 | 4006.0 | B | 5.0 | 31000 | 729.5 |
| 25223 | 0.04929 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 188.0 | True | 820.0 | 839.0 | 22.0 | 22.0 | 13005.0 | 0.27 | 0.09367 | 0.0809 | 58685.0 | AA | 7.0 | 10000 | 829.5 |
| 25256 | 0.08227 | Current | 4916.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 5.0 | False | 660.0 | 679.0 | 21.0 | 20.0 | 32653.0 | 0.46 | 0.21474 | 0.1905 | 3765.0 | C | 4.0 | 15000 | 669.5 |
| 25264 | 0.05516 | Current | 16666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 25.0 | True | 700.0 | 719.0 | 20.0 | 19.0 | 114392.0 | 0.15 | 0.10038 | 0.0869 | 96414.0 | AA | 7.0 | 20000 | 709.5 |
| 25378 | 0.06153 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 26.0 | False | 760.0 | 779.0 | 12.0 | 12.0 | 5680.0 | 0.19 | 0.12113 | 0.0990 | 18143.0 | A | 6.0 | 7000 | 769.5 |
| 25449 | 0.07077 | Current | 16250.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 348.0 | True | 720.0 | 739.0 | 33.0 | 33.0 | 135687.0 | 0.24 | 0.15425 | 0.1314 | 57062.0 | B | 5.0 | 28000 | 729.5 |
| 25552 | 0.06388 | Current | 5416.666667 | $50,000-74,999 | 20.0 | 36 | 0.0 | 11.0 | NaN | Full-time | 133.0 | True | 680.0 | 699.0 | 10.0 | 7.0 | 0.0 | 0.24 | 0.13836 | 0.1099 | 5000.0 | A | 6.0 | 19000 | 689.5 |
| 25796 | 0.07400 | Current | 8375.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Self-employed | 7.0 | False | 700.0 | 719.0 | 10.0 | 10.0 | 17167.0 | NaN | 0.16662 | 0.1435 | 750.0 | B | 5.0 | 13000 | 709.5 |
| 25866 | 0.04261 | Current | 7000.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 78.0 | True | 800.0 | 819.0 | 15.0 | 14.0 | 3904.0 | 0.22 | 0.06726 | 0.0605 | 43096.0 | AA | 7.0 | 15000 | 809.5 |
| 25900 | 0.05568 | Current | 4875.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 201.0 | False | 740.0 | 759.0 | 12.0 | 12.0 | 17406.0 | 0.31 | 0.12081 | 0.0930 | 125474.0 | A | 6.0 | 7500 | 749.5 |
| 25921 | 0.06153 | Current | 3333.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 81.0 | False | 760.0 | 779.0 | 23.0 | 22.0 | 17075.0 | 0.35 | 0.12691 | 0.0990 | 56123.0 | A | 6.0 | 10000 | 769.5 |
| 25956 | 0.07890 | Current | 12833.333333 | $100,000+ | 4.0 | 60 | 2207.0 | 11.0 | NaN | Employed | 61.0 | True | 680.0 | 699.0 | 5.0 | 5.0 | 437.0 | 0.09 | 0.16294 | 0.1399 | 7063.0 | B | 5.0 | 18000 | 689.5 |
| 25973 | 0.04554 | Current | 11083.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 65.0 | True | 740.0 | 759.0 | 7.0 | 7.0 | 27278.0 | 0.08 | 0.08531 | 0.0716 | 27022.0 | AA | 7.0 | 20000 | 749.5 |
| 26010 | 0.04554 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 2.0 | False | 740.0 | 759.0 | 13.0 | 10.0 | 11359.0 | 0.15 | 0.08531 | 0.0716 | 71842.0 | AA | 7.0 | 9000 | 749.5 |
| 26072 | 0.06499 | Current | 8875.000000 | $100,000+ | 0.0 | 36 | 43.0 | 11.0 | NaN | Employed | 41.0 | True | 660.0 | 679.0 | 11.0 | 10.0 | 14064.0 | 0.21 | 0.14206 | 0.1139 | 336.0 | A | 6.0 | 15000 | 669.5 |
| 26080 | 0.06462 | Current | 8333.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 64.0 | True | 820.0 | 839.0 | 8.0 | 7.0 | 822.0 | 0.08 | 0.12726 | 0.1050 | 24678.0 | A | 6.0 | 30000 | 829.5 |
| 26125 | 0.06663 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 343.0 | True | 760.0 | 779.0 | 28.0 | 26.0 | 36799.0 | 0.43 | 0.13799 | 0.1099 | 109511.0 | A | 6.0 | 15000 | 769.5 |
| 26324 | 0.04929 | Current | 15833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 2.0 | True | 700.0 | 719.0 | 12.0 | 12.0 | 5345.0 | 0.13 | 0.09434 | 0.0809 | 32905.0 | AA | 7.0 | 20000 | 709.5 |
| 26348 | 0.04231 | Current | 9166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 162.0 | True | 740.0 | 759.0 | 17.0 | 15.0 | 13039.0 | 0.21 | 0.07620 | 0.0629 | 22261.0 | AA | 7.0 | 10000 | 749.5 |
| 26527 | 0.05879 | Current | 8666.666667 | $100,000+ | 4.0 | 36 | 1192.0 | 11.0 | NaN | Employed | 202.0 | False | 720.0 | 739.0 | 22.0 | 21.0 | 9599.0 | 0.32 | 0.12727 | 0.0990 | 8031.0 | A | 6.0 | 15000 | 729.5 |
| 26587 | 0.07344 | Current | 9141.666667 | $100,000+ | 4.0 | 36 | 11369.0 | 11.0 | NaN | Employed | 330.0 | False | 660.0 | 679.0 | 15.0 | 13.0 | 35170.0 | 0.33 | 0.17611 | 0.1400 | 2243.0 | B | 5.0 | 10200 | 669.5 |
| 26625 | 0.06706 | Current | 6916.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 215.0 | True | 740.0 | 759.0 | 8.0 | 7.0 | 8567.0 | 0.26 | 0.14147 | 0.1189 | 5433.0 | A | 6.0 | 24500 | 749.5 |
| 26757 | 0.05516 | Current | 23750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 314.0 | True | 700.0 | 719.0 | 10.0 | 10.0 | 50087.0 | 0.10 | 0.10038 | 0.0869 | 28553.0 | AA | 7.0 | 20000 | 709.5 |
| 26902 | 0.06388 | Current | 11666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 140.0 | True | 680.0 | 699.0 | 17.0 | 11.0 | 135911.0 | 0.21 | 0.13799 | 0.1099 | 16936.0 | A | 6.0 | 9000 | 689.5 |
| 27178 | 0.06081 | Current | 10000.000000 | $100,000+ | 5.0 | 36 | 138.0 | 11.0 | NaN | Employed | 101.0 | True | 660.0 | 679.0 | 10.0 | 8.0 | 31525.0 | 0.14 | 0.13189 | 0.1039 | 7825.0 | A | 6.0 | 14000 | 669.5 |
| 27256 | 0.04806 | Current | 4500.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 106.0 | False | 720.0 | 739.0 | 17.0 | 15.0 | 34769.0 | NaN | 0.09065 | 0.0769 | 306.0 | AA | 7.0 | 10000 | 729.5 |
| 27310 | 0.06388 | Current | 2916.666667 | $25,000-49,999 | 20.0 | 36 | 3969.0 | 11.0 | NaN | Employed | 23.0 | False | 680.0 | 699.0 | 8.0 | 8.0 | 1933.0 | 0.19 | 0.13836 | 0.1099 | 10783.0 | A | 6.0 | 3000 | 689.5 |
| 27368 | 0.07890 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 277.0 | False | 760.0 | 779.0 | 35.0 | 35.0 | 26294.0 | 0.49 | 0.16294 | 0.1399 | 95589.0 | B | 5.0 | 15000 | 769.5 |
| 27384 | 0.04261 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 185.0 | False | 800.0 | 819.0 | 6.0 | 6.0 | 1387.0 | 0.14 | 0.06726 | 0.0605 | 26613.0 | AA | 7.0 | 2500 | 809.5 |
| 27532 | 0.06153 | Current | 4333.333333 | $50,000-74,999 | 11.0 | 36 | 0.0 | 11.0 | NaN | Other | 29.0 | True | 700.0 | 719.0 | 11.0 | 10.0 | 1576.0 | 0.11 | 0.12691 | 0.0990 | 6674.0 | A | 6.0 | 2000 | 709.5 |
| 27580 | 0.05047 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 60.0 | True | 740.0 | 759.0 | 8.0 | 7.0 | 3760.0 | 0.11 | 0.09000 | 0.0766 | 10940.0 | AA | 7.0 | 5000 | 749.5 |
| 27581 | 0.04231 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 40.0 | True | 740.0 | 759.0 | 9.0 | 9.0 | 471.0 | 0.10 | 0.07654 | 0.0629 | 7529.0 | AA | 7.0 | 4000 | 749.5 |
| 27762 | 0.05298 | Current | 6000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 9.0 | True | 700.0 | 719.0 | 16.0 | 16.0 | 15406.0 | 0.26 | 0.09534 | 0.0819 | 32973.0 | AA | 7.0 | 20000 | 709.5 |
| 27780 | 0.05047 | Current | 4833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 77.0 | True | 720.0 | 739.0 | 10.0 | 9.0 | 2566.0 | 0.14 | 0.09000 | 0.0766 | 22922.0 | AA | 7.0 | 15000 | 729.5 |
| 27807 | 0.05516 | Current | 3000.000000 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 24.0 | True | 800.0 | 819.0 | 6.0 | 6.0 | 1567.0 | 0.17 | 0.09975 | 0.0869 | 25733.0 | AA | 7.0 | 4300 | 809.5 |
| 27830 | 0.06417 | Current | 9750.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 272.0 | True | 780.0 | 799.0 | 6.0 | 6.0 | 42442.0 | 0.12 | 0.13864 | 0.1159 | 28658.0 | A | 6.0 | 30000 | 789.5 |
| 27898 | 0.04260 | Current | 6000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 37.0 | True | 780.0 | 799.0 | 12.0 | 12.0 | 5628.0 | 0.27 | 0.06726 | 0.0605 | 18526.0 | AA | 7.0 | 11000 | 789.5 |
| 27928 | 0.04929 | Current | 11250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 15.0 | True | 700.0 | 719.0 | 16.0 | 15.0 | 31233.0 | 0.23 | 0.09434 | 0.0809 | 34485.0 | AA | 7.0 | 20000 | 709.5 |
| 28036 | 0.06499 | Current | 11666.666667 | $100,000+ | 6.0 | 36 | 0.0 | 11.0 | NaN | Employed | 3.0 | False | 660.0 | 679.0 | 5.0 | 5.0 | 2208.0 | 0.15 | 0.14243 | 0.1139 | 1192.0 | A | 6.0 | 20000 | 669.5 |
| 28109 | 0.06388 | Current | 8500.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 314.0 | True | 780.0 | 799.0 | 14.0 | 14.0 | 19142.0 | 0.36 | 0.13227 | 0.1099 | 55353.0 | A | 6.0 | 15000 | 789.5 |
| 28166 | 0.04806 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 2.0 | True | 680.0 | 699.0 | 16.0 | 16.0 | 35631.0 | 0.25 | 0.09065 | 0.0769 | 62469.0 | AA | 7.0 | 20000 | 689.5 |
| 28213 | 0.06499 | Current | 9083.333333 | $100,000+ | 16.0 | 36 | 0.0 | 11.0 | NaN | Employed | 70.0 | False | 660.0 | 679.0 | 9.0 | 9.0 | 7599.0 | 0.07 | 0.14206 | 0.1139 | 8676.0 | A | 6.0 | 11500 | 669.5 |
| 28488 | 0.04929 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 80.0 | True | 700.0 | 719.0 | 6.0 | 6.0 | 21475.0 | 0.13 | 0.09469 | 0.0809 | 546.0 | AA | 7.0 | 5500 | 709.5 |
| 28544 | 0.04261 | Current | 9383.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 151.0 | True | 760.0 | 779.0 | 14.0 | 13.0 | 15587.0 | 0.27 | 0.06726 | 0.0605 | 27226.0 | AA | 7.0 | 18000 | 769.5 |
| 28556 | 0.04554 | Current | 3916.666667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 310.0 | True | 760.0 | 779.0 | 8.0 | 8.0 | 6270.0 | 0.26 | 0.08496 | 0.0716 | 14530.0 | AA | 7.0 | 15000 | 769.5 |
| 28696 | 0.05879 | Current | 18333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 39.0 | False | 740.0 | 759.0 | 7.0 | 6.0 | 36175.0 | 0.12 | 0.12691 | 0.0990 | 26825.0 | A | 6.0 | 35000 | 749.5 |
| 28975 | 0.04806 | Current | 18000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 33.0 | True | 720.0 | 739.0 | 10.0 | 10.0 | 36390.0 | 0.12 | 0.09030 | 0.0769 | 3910.0 | AA | 7.0 | 10000 | 729.5 |
| 29001 | 0.05298 | Current | 35000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 28.0 | True | 720.0 | 739.0 | 14.0 | 14.0 | 73797.0 | 0.06 | 0.09534 | 0.0819 | 121822.0 | AA | 7.0 | 20000 | 729.5 |
| 29026 | 0.06026 | Current | 14166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 82.0 | True | 780.0 | 799.0 | 13.0 | 13.0 | 39221.0 | 0.18 | 0.12274 | 0.0949 | 83779.0 | A | 6.0 | 35000 | 789.5 |
| 29068 | 0.06910 | Current | 12333.333333 | $100,000+ | 21.0 | 36 | 0.0 | 11.0 | NaN | Employed | 154.0 | True | 640.0 | 659.0 | 7.0 | 6.0 | 10792.0 | 0.09 | 0.15223 | 0.1239 | 3029.0 | A | 6.0 | 15000 | 649.5 |
| 29225 | 0.04260 | Current | 2333.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 93.0 | True | 760.0 | 779.0 | 8.0 | 7.0 | 1142.0 | 0.18 | 0.06726 | 0.0605 | 18858.0 | AA | 7.0 | 2000 | 769.5 |
| 29241 | 0.04261 | Current | 3833.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 126.0 | True | 800.0 | 819.0 | 12.0 | 11.0 | 6270.0 | 0.18 | 0.06726 | 0.0605 | 57930.0 | AA | 7.0 | 5400 | 809.5 |
| 29286 | 0.05047 | Completed | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 18.0 | True | 800.0 | 819.0 | 10.0 | 10.0 | 1091.0 | NaN | 0.09000 | 0.0766 | 11809.0 | AA | 7.0 | 3500 | 809.5 |
| 29412 | 0.04231 | Completed | 8350.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 139.0 | False | 740.0 | 759.0 | 16.0 | 15.0 | 24805.0 | 0.06 | 0.07620 | 0.0629 | 134795.0 | AA | 7.0 | 2000 | 749.5 |
| 29432 | 0.05047 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 20.0 | False | 740.0 | 759.0 | 7.0 | 6.0 | 2584.0 | 0.08 | 0.09000 | 0.0766 | 2616.0 | AA | 7.0 | 6725 | 749.5 |
| 29533 | 0.07077 | Current | 5958.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 368.0 | True | 700.0 | 719.0 | 16.0 | 10.0 | 31581.0 | 0.31 | 0.15449 | 0.1314 | 11919.0 | B | 5.0 | 3900 | 709.5 |
| 29580 | 0.04806 | Current | 7916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 125.0 | True | 820.0 | 839.0 | 27.0 | 26.0 | 9108.0 | 0.38 | 0.09030 | 0.0769 | 67947.0 | AA | 7.0 | 15000 | 829.5 |
| 29650 | 0.04231 | Current | 5166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 138.0 | True | 780.0 | 799.0 | 14.0 | 10.0 | 649.0 | 0.14 | 0.07654 | 0.0629 | 54786.0 | AA | 7.0 | 5000 | 789.5 |
| 29676 | 0.04554 | Completed | 3500.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 259.0 | True | 720.0 | 739.0 | 19.0 | 19.0 | 37575.0 | 0.26 | 0.08496 | 0.0716 | 87825.0 | AA | 7.0 | 2000 | 729.5 |
| 29875 | 0.07192 | Current | 7333.333333 | $75,000-99,999 | 1.0 | 60 | 0.0 | 11.0 | NaN | Employed | 27.0 | False | 680.0 | 699.0 | 7.0 | 6.0 | 12285.0 | 0.15 | 0.15844 | 0.1355 | 2528.0 | B | 5.0 | 12600 | 689.5 |
| 29887 | 0.07689 | Current | 4500.000000 | $50,000-74,999 | 8.0 | 36 | 0.0 | 11.0 | NaN | Employed | 97.0 | False | 680.0 | 699.0 | 10.0 | 9.0 | 6749.0 | 0.26 | 0.17090 | 0.1349 | 3251.0 | B | 5.0 | 2000 | 689.5 |
| 29910 | 0.04554 | Current | 4707.833333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 158.0 | True | 760.0 | 779.0 | 6.0 | 4.0 | 10277.0 | 0.27 | 0.08496 | 0.0716 | 5523.0 | AA | 7.0 | 15000 | 769.5 |
| 29987 | 0.06388 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 31.0 | False | 720.0 | 739.0 | 10.0 | 8.0 | 17891.0 | 0.10 | 0.13227 | 0.1099 | 24686.0 | A | 6.0 | 4000 | 729.5 |
| 30106 | 0.04260 | Current | 6750.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 31.0 | False | 780.0 | 799.0 | 14.0 | 13.0 | 13526.0 | 0.20 | 0.06726 | 0.0605 | 71424.0 | AA | 7.0 | 13500 | 789.5 |
| 30137 | 0.06388 | Current | 20000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 64.0 | True | 720.0 | 739.0 | 14.0 | 14.0 | 273267.0 | 0.19 | 0.13799 | 0.1099 | 90908.0 | A | 6.0 | 35000 | 729.5 |
| 30212 | 0.06153 | Current | 8782.083333 | $100,000+ | 9.0 | 36 | 0.0 | 11.0 | NaN | Employed | 181.0 | True | 700.0 | 719.0 | 9.0 | 9.0 | 1699.0 | 0.13 | 0.12691 | 0.0990 | 3603.0 | A | 6.0 | 5000 | 709.5 |
| 30230 | 0.06663 | Current | 11250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 36.0 | False | 680.0 | 699.0 | 13.0 | 13.0 | 31455.0 | 0.18 | 0.13799 | 0.1099 | 14084.0 | A | 6.0 | 16000 | 689.5 |
| 30273 | 0.04529 | Current | 6692.416667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 53.0 | False | 780.0 | 799.0 | 8.0 | 8.0 | 3.0 | 0.24 | 0.07922 | 0.0659 | 13997.0 | AA | 7.0 | 20000 | 789.5 |
| 30555 | 0.04554 | Current | 5583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 101.0 | True | 740.0 | 759.0 | 15.0 | 15.0 | 27041.0 | 0.28 | 0.08496 | 0.0716 | 70160.0 | AA | 7.0 | 20000 | 749.5 |
| 30611 | 0.06868 | Current | 5166.666667 | $50,000-74,999 | 10.0 | 60 | 0.0 | 11.0 | NaN | Other | 49.0 | True | 660.0 | 679.0 | 8.0 | 8.0 | 4205.0 | 0.23 | 0.15817 | 0.1350 | 479.0 | B | 5.0 | 12000 | 669.5 |
| 30624 | 0.07344 | Current | 6666.666667 | $75,000-99,999 | 6.0 | 60 | 0.0 | 11.0 | NaN | Employed | 75.0 | False | 660.0 | 679.0 | 8.0 | 7.0 | 4969.0 | 0.22 | 0.16328 | 0.1400 | 449.0 | B | 5.0 | 9000 | 669.5 |
| 30727 | 0.06153 | Current | 27083.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 87.0 | True | 800.0 | 819.0 | 19.0 | 18.0 | 14224.0 | 0.09 | 0.12113 | 0.0990 | 43106.0 | A | 6.0 | 21000 | 809.5 |
| 30802 | 0.04806 | Current | 4000.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 136.0 | True | 760.0 | 779.0 | 8.0 | 8.0 | 3649.0 | 0.40 | 0.09065 | 0.0769 | 15361.0 | AA | 7.0 | 10000 | 769.5 |
| 31244 | 0.06388 | Current | 4333.333333 | $50,000-74,999 | 1.0 | 36 | 0.0 | 11.0 | NaN | Employed | 89.0 | False | 680.0 | 699.0 | 25.0 | 25.0 | 6924.0 | 0.19 | 0.13799 | 0.1099 | 3076.0 | A | 6.0 | 3975 | 689.5 |
| 31380 | 0.05879 | Current | 12083.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 44.0 | False | 720.0 | 739.0 | 11.0 | 10.0 | 43248.0 | 0.12 | 0.12113 | 0.0990 | 29452.0 | A | 6.0 | 20000 | 729.5 |
| 31457 | 0.04529 | Current | 15416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 52.0 | True | 740.0 | 759.0 | 10.0 | 10.0 | 17327.0 | 0.16 | 0.07922 | 0.0659 | 6565.0 | AA | 7.0 | 19000 | 749.5 |
| 31459 | 0.04260 | Current | 9583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 173.0 | True | 760.0 | 779.0 | 8.0 | 5.0 | 13944.0 | 0.17 | 0.06726 | 0.0605 | 37706.0 | AA | 7.0 | 15000 | 769.5 |
| 31503 | 0.04260 | Current | 6083.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 51.0 | True | 780.0 | 799.0 | 8.0 | 7.0 | 10893.0 | 0.11 | 0.06726 | 0.0605 | 24107.0 | AA | 7.0 | 12000 | 789.5 |
| 31570 | 0.04806 | Current | 13166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 185.0 | True | 720.0 | 739.0 | 8.0 | 7.0 | 213455.0 | 0.20 | 0.09030 | 0.0769 | 16445.0 | AA | 7.0 | 9500 | 729.5 |
| 31687 | 0.06388 | Current | 16166.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Self-employed | 153.0 | True | 720.0 | 739.0 | 8.0 | 7.0 | 49043.0 | NaN | 0.13227 | 0.1099 | 2957.0 | A | 6.0 | 2000 | 729.5 |
| 31728 | 0.05047 | Current | 2666.666667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 111.0 | False | 720.0 | 739.0 | 7.0 | 6.0 | 3882.0 | 0.16 | 0.09000 | 0.0766 | 2508.0 | AA | 7.0 | 3500 | 729.5 |
| 31788 | 0.05047 | Current | 6333.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 61.0 | False | 720.0 | 739.0 | 14.0 | 14.0 | 14157.0 | 0.17 | 0.09000 | 0.0766 | 11043.0 | AA | 7.0 | 5000 | 729.5 |
| 31840 | 0.04554 | Current | 11833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 140.0 | False | 760.0 | 779.0 | 10.0 | 9.0 | 2375.0 | 0.03 | 0.08531 | 0.0716 | 106325.0 | AA | 7.0 | 2000 | 769.5 |
| 31844 | 0.04260 | Current | 6762.833333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 112.0 | True | 800.0 | 819.0 | 16.0 | 14.0 | 1533.0 | 0.12 | 0.06726 | 0.0605 | 105967.0 | AA | 7.0 | 9000 | 809.5 |
| 31860 | 0.04261 | Current | 5666.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 0.0 | True | 740.0 | 759.0 | 22.0 | 22.0 | 18956.0 | 0.20 | 0.07957 | 0.0659 | 83510.0 | AA | 7.0 | 10000 | 749.5 |
| 32144 | 0.07078 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 113.0 | True | 720.0 | 739.0 | 26.0 | 22.0 | 28795.0 | 0.44 | 0.14816 | 0.1199 | 65398.0 | A | 6.0 | 8000 | 729.5 |
| 32224 | 0.06663 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 64.0 | True | 720.0 | 739.0 | 5.0 | 5.0 | 9114.0 | 0.19 | 0.13227 | 0.1099 | 975.0 | A | 6.0 | 15000 | 729.5 |
| 32343 | 0.04806 | Current | 23750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 77.0 | True | 720.0 | 739.0 | 19.0 | 18.0 | 53020.0 | 0.13 | 0.09065 | 0.0769 | 40412.0 | AA | 7.0 | 10000 | 729.5 |
| 32345 | 0.06970 | Current | 22916.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 78.0 | True | 740.0 | 759.0 | 11.0 | 10.0 | 132762.0 | 0.07 | 0.15016 | 0.1274 | 12465.0 | B | 5.0 | 35000 | 749.5 |
| 32370 | 0.06081 | Current | 2666.666667 | $25,000-49,999 | 1.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 100.0 | False | 660.0 | 679.0 | 12.0 | 11.0 | 15136.0 | NaN | 0.13189 | 0.1039 | 1705.0 | A | 6.0 | 7500 | 669.5 |
| 32416 | 0.05568 | Current | 6083.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 26.0 | False | 680.0 | 699.0 | 14.0 | 12.0 | 4783.0 | 0.12 | 0.12081 | 0.0930 | 2017.0 | A | 6.0 | 6500 | 689.5 |
| 32460 | 0.06153 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 34.0 | False | 700.0 | 719.0 | 8.0 | 7.0 | 3678.0 | 0.22 | 0.12691 | 0.0990 | 0.0 | A | 6.0 | 15000 | 709.5 |
| 32493 | 0.04929 | Current | 9000.000000 | $100,000+ | 1.0 | 36 | 0.0 | 11.0 | NaN | Employed | 43.0 | True | 700.0 | 719.0 | 14.0 | 13.0 | 88988.0 | 0.16 | 0.09434 | 0.0809 | 43952.0 | AA | 7.0 | 15000 | 709.5 |
| 32664 | 0.04261 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 73.0 | True | 800.0 | 819.0 | 12.0 | 11.0 | 1683.0 | 0.19 | 0.06726 | 0.0605 | 15067.0 | AA | 7.0 | 15000 | 809.5 |
| 32689 | 0.06153 | Current | 4583.333333 | $50,000-74,999 | 11.0 | 36 | 0.0 | 11.0 | NaN | Employed | 27.0 | True | 720.0 | 739.0 | 15.0 | 13.0 | 3723.0 | 0.39 | 0.12691 | 0.0990 | 16966.0 | A | 6.0 | 15000 | 729.5 |
| 32703 | 0.04260 | Current | 14166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 55.0 | True | 800.0 | 819.0 | 10.0 | 9.0 | 5382.0 | 0.16 | 0.06726 | 0.0605 | 80218.0 | AA | 7.0 | 15000 | 809.5 |
| 32790 | 0.04261 | Current | 10416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 30.0 | True | 760.0 | 779.0 | 15.0 | 14.0 | 27313.0 | 0.13 | 0.06726 | 0.0605 | 86007.0 | AA | 7.0 | 19000 | 769.5 |
| 32818 | 0.05879 | Current | 17916.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 487.0 | True | 740.0 | 759.0 | 14.0 | 14.0 | 45050.0 | 0.16 | 0.12691 | 0.0990 | 23926.0 | A | 6.0 | 27500 | 749.5 |
| 32819 | 0.06706 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 120.0 | False | 640.0 | 659.0 | 4.0 | 4.0 | 1975.0 | 0.14 | 0.14751 | 0.1189 | 2625.0 | A | 6.0 | 5000 | 649.5 |
| 32822 | 0.06153 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 72.0 | True | 740.0 | 759.0 | 21.0 | 19.0 | 18676.0 | 0.25 | 0.12113 | 0.0990 | 56336.0 | A | 6.0 | 10500 | 749.5 |
| 32983 | 0.06417 | Current | 2583.333333 | $25,000-49,999 | 3.0 | 36 | 2984.0 | 11.0 | NaN | Employed | 55.0 | False | 640.0 | 659.0 | 3.0 | 3.0 | 73.0 | 0.13 | 0.14446 | 0.1159 | 427.0 | A | 6.0 | 6000 | 649.5 |
| 33031 | 0.06388 | Current | 7166.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 152.0 | True | 720.0 | 739.0 | 5.0 | 5.0 | 1524.0 | 0.13 | 0.13250 | 0.1099 | 5776.0 | A | 6.0 | 7500 | 729.5 |
| 33064 | 0.04261 | Current | 18750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 347.0 | True | 700.0 | 719.0 | 18.0 | 18.0 | 450722.0 | 0.18 | 0.07922 | 0.0659 | 39466.0 | AA | 7.0 | 17000 | 709.5 |
| 33124 | 0.04929 | Current | 8916.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 223.0 | False | 720.0 | 739.0 | 13.0 | 13.0 | 57949.0 | 0.21 | 0.09434 | 0.0809 | 54951.0 | AA | 7.0 | 20000 | 729.5 |
| 33134 | 0.04231 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 126.0 | True | 740.0 | 759.0 | 9.0 | 8.0 | 2043.0 | 0.20 | 0.07620 | 0.0629 | 18973.0 | AA | 7.0 | 5000 | 749.5 |
| 33303 | 0.05047 | Current | 7250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 209.0 | True | 720.0 | 739.0 | 9.0 | 8.0 | 17029.0 | 0.11 | 0.09000 | 0.0766 | 561.0 | AA | 7.0 | 3000 | 729.5 |
| 33372 | 0.05298 | Completed | 3916.666667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 253.0 | False | 700.0 | 719.0 | 7.0 | 5.0 | 4456.0 | 0.23 | 0.09534 | 0.0819 | 21414.0 | AA | 7.0 | 10000 | 709.5 |
| 33544 | 0.05879 | FinalPaymentInProgress | 5833.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 30.0 | False | 740.0 | 759.0 | 12.0 | 9.0 | 16520.0 | 0.31 | 0.12113 | 0.0990 | 78280.0 | A | 6.0 | 20000 | 749.5 |
| 33755 | 0.04806 | Current | 16666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 103.0 | True | 800.0 | 819.0 | 8.0 | 8.0 | 3710.0 | 0.14 | 0.09030 | 0.0769 | 43790.0 | AA | 7.0 | 25000 | 809.5 |
| 33762 | 0.07689 | Current | 16666.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 70.0 | False | 700.0 | 719.0 | 16.0 | 16.0 | 73230.0 | 0.25 | 0.15783 | 0.1349 | 40690.0 | B | 5.0 | 21920 | 709.5 |
| 33822 | 0.05047 | Current | 7708.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 52.0 | False | 740.0 | 759.0 | 14.0 | 12.0 | 8725.0 | 0.18 | 0.09000 | 0.0766 | 25141.0 | AA | 7.0 | 17000 | 749.5 |
| 34134 | 0.06526 | Current | 7916.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 77.0 | False | 760.0 | 779.0 | 11.0 | 11.0 | 13968.0 | 0.14 | 0.14273 | 0.1199 | 21035.0 | A | 6.0 | 25000 | 769.5 |
| 34341 | 0.06388 | Current | 7833.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 2.0 | True | 780.0 | 799.0 | 12.0 | 11.0 | 5629.0 | 0.13 | 0.13250 | 0.1099 | 48171.0 | A | 6.0 | 25000 | 789.5 |
| 34387 | 0.04260 | Current | 5583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 270.0 | True | 780.0 | 799.0 | 11.0 | 11.0 | 10840.0 | 0.14 | 0.06726 | 0.0605 | 75838.0 | AA | 7.0 | 15000 | 789.5 |
| 34391 | 0.04806 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 29.0 | True | 780.0 | 799.0 | 16.0 | 14.0 | 18518.0 | 0.40 | 0.09030 | 0.0769 | 65067.0 | AA | 7.0 | 15000 | 789.5 |
| 34431 | 0.04529 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 62.0 | True | 740.0 | 759.0 | 5.0 | 4.0 | 4057.0 | 0.12 | 0.07922 | 0.0659 | 19343.0 | AA | 7.0 | 11000 | 749.5 |
| 34447 | 0.05568 | Current | 6505.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 19.0 | False | 740.0 | 759.0 | 20.0 | 20.0 | 3934.0 | 0.22 | 0.12081 | 0.0930 | 10135.0 | A | 6.0 | 24000 | 749.5 |
| 34618 | 0.04529 | Current | 4083.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 197.0 | True | 740.0 | 759.0 | 8.0 | 7.0 | 10124.0 | 0.22 | 0.07922 | 0.0659 | 32296.0 | AA | 7.0 | 4000 | 749.5 |
| 34793 | 0.04260 | Current | 12083.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 204.0 | True | 780.0 | 799.0 | 12.0 | 12.0 | 29651.0 | 0.16 | 0.06726 | 0.0605 | 91099.0 | AA | 7.0 | 20000 | 789.5 |
| 34850 | 0.06706 | Current | 12166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 179.0 | True | 680.0 | 699.0 | 15.0 | 13.0 | 120003.0 | 0.31 | 0.14751 | 0.1189 | 74847.0 | A | 6.0 | 15000 | 689.5 |
| 34875 | 0.06499 | Current | 6000.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 2.0 | True | 720.0 | 739.0 | 12.0 | 12.0 | 23344.0 | 0.31 | 0.13636 | 0.1139 | 14856.0 | A | 6.0 | 18000 | 729.5 |
| 34976 | 0.07192 | Current | 3125.000000 | $25,000-49,999 | 13.0 | 60 | 10056.0 | 11.0 | NaN | Employed | 129.0 | True | 680.0 | 699.0 | 8.0 | 8.0 | 3357.0 | 0.24 | 0.15868 | 0.1355 | 39393.0 | B | 5.0 | 10000 | 689.5 |
| 34995 | 0.04231 | Current | 13750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 249.0 | True | 780.0 | 799.0 | 8.0 | 8.0 | 5518.0 | 0.14 | 0.07620 | 0.0629 | 20682.0 | AA | 7.0 | 17000 | 789.5 |
| 35072 | 0.04929 | Current | 11666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 68.0 | False | 720.0 | 739.0 | 8.0 | 7.0 | 21383.0 | 0.11 | 0.09469 | 0.0809 | 29467.0 | AA | 7.0 | 20000 | 729.5 |
| 35376 | 0.06663 | Current | 5000.000000 | $50,000-74,999 | 22.0 | 36 | 0.0 | 11.0 | NaN | Employed | 141.0 | False | 660.0 | 679.0 | 13.0 | 13.0 | 3678.0 | 0.11 | 0.13799 | 0.1099 | 3216.0 | A | 6.0 | 5000 | 669.5 |
| 35377 | 0.04260 | Current | 10416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 26.0 | True | 820.0 | 839.0 | 12.0 | 12.0 | 12911.0 | 0.19 | 0.06726 | 0.0605 | 72999.0 | AA | 7.0 | 18000 | 829.5 |
| 35402 | 0.06499 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Self-employed | 83.0 | True | 700.0 | 719.0 | 22.0 | 22.0 | 54688.0 | NaN | 0.13636 | 0.1139 | 13327.0 | A | 6.0 | 15000 | 709.5 |
| 35519 | 0.04261 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 267.0 | True | 740.0 | 759.0 | 14.0 | 13.0 | 31482.0 | 0.14 | 0.07957 | 0.0659 | 77019.0 | AA | 7.0 | 20000 | 749.5 |
| 35552 | 0.06153 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 292.0 | False | 700.0 | 719.0 | 14.0 | 13.0 | 47747.0 | 0.29 | 0.12691 | 0.0990 | 43353.0 | A | 6.0 | 20000 | 709.5 |
| 35592 | 0.05342 | Current | 13500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 497.0 | True | 780.0 | 799.0 | 17.0 | 11.0 | 81815.0 | 0.32 | 0.11563 | 0.0879 | 62059.0 | A | 6.0 | 35000 | 789.5 |
| 35707 | 0.04260 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Full-time | 120.0 | True | 780.0 | 799.0 | 7.0 | 7.0 | 3963.0 | 0.06 | 0.06726 | 0.0605 | 41747.0 | AA | 7.0 | 2000 | 789.5 |
| 35819 | 0.08421 | Current | 10000.000000 | $100,000+ | 76.0 | 60 | 0.0 | 11.0 | NaN | Employed | 54.0 | False | 640.0 | 659.0 | 11.0 | 11.0 | 15561.0 | 0.08 | 0.18965 | 0.1660 | 37164.0 | C | 4.0 | 15000 | 649.5 |
| 35827 | 0.05568 | Current | 8666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 207.0 | True | 760.0 | 779.0 | 15.0 | 15.0 | 33034.0 | 0.27 | 0.12081 | 0.0930 | 92250.0 | A | 6.0 | 30000 | 769.5 |
| 35911 | 0.07400 | Current | 9477.916667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 73.0 | True | 700.0 | 719.0 | 19.0 | 18.0 | 45354.0 | 0.39 | 0.16662 | 0.1435 | 64617.0 | B | 5.0 | 12000 | 709.5 |
| 36088 | 0.04929 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 7.0 | True | 700.0 | 719.0 | 21.0 | 18.0 | 25931.0 | 0.23 | 0.09434 | 0.0809 | 31611.0 | AA | 7.0 | 20000 | 709.5 |
| 36245 | 0.05342 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 146.0 | True | 700.0 | 719.0 | 7.0 | 7.0 | 51896.0 | 0.14 | 0.11563 | 0.0879 | 24504.0 | A | 6.0 | 20000 | 709.5 |
| 36348 | 0.04260 | Current | 9666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 34.0 | False | 800.0 | 819.0 | 7.0 | 7.0 | 10380.0 | 0.10 | 0.06726 | 0.0605 | 56620.0 | AA | 7.0 | 10000 | 809.5 |
| 36360 | 0.04529 | Current | 3416.666667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 22.0 | True | 740.0 | 759.0 | 9.0 | 9.0 | 2444.0 | 0.13 | 0.07922 | 0.0659 | 8856.0 | AA | 7.0 | 3000 | 749.5 |
| 36414 | 0.06026 | Current | 4578.916667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 335.0 | True | 760.0 | 779.0 | 19.0 | 17.0 | 29374.0 | 0.42 | 0.12274 | 0.0949 | 80045.0 | A | 6.0 | 15000 | 769.5 |
| 36554 | 0.06499 | Current | 4166.666667 | $50,000-74,999 | 6.0 | 36 | 0.0 | 11.0 | NaN | Employed | 176.0 | False | 660.0 | 679.0 | 6.0 | 4.0 | 609.0 | 0.13 | 0.14206 | 0.1139 | 2891.0 | A | 6.0 | 15000 | 669.5 |
| 36735 | 0.05568 | Current | 13750.000000 | $100,000+ | 4.0 | 36 | 0.0 | 11.0 | NaN | Employed | 13.0 | True | 740.0 | 759.0 | 12.0 | 11.0 | 15951.0 | 0.18 | 0.12081 | 0.0930 | 33549.0 | A | 6.0 | 32000 | 749.5 |
| 36737 | 0.06388 | Current | 10416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 4.0 | True | 660.0 | 679.0 | 11.0 | 10.0 | 65847.0 | 0.10 | 0.13799 | 0.1099 | 34253.0 | A | 6.0 | 4065 | 669.5 |
| 36801 | 0.04260 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 306.0 | True | 800.0 | 819.0 | 14.0 | 14.0 | 13657.0 | 0.17 | 0.06726 | 0.0605 | 125311.0 | AA | 7.0 | 12000 | 809.5 |
| 36802 | 0.05298 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 12.0 | False | 700.0 | 719.0 | 7.0 | 7.0 | 17328.0 | 0.22 | 0.09534 | 0.0819 | 2222.0 | AA | 7.0 | 15000 | 709.5 |
| 36897 | 0.05298 | Current | 20000.000000 | $100,000+ | 3.0 | 36 | 0.0 | 11.0 | NaN | Employed | 141.0 | True | 700.0 | 719.0 | 20.0 | 20.0 | 34206.0 | 0.15 | 0.09534 | 0.0819 | 31829.0 | AA | 7.0 | 10000 | 709.5 |
| 36975 | 0.06153 | Completed | 16666.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 43.0 | True | 820.0 | 839.0 | 8.0 | 8.0 | 1452.0 | 0.13 | 0.12113 | 0.0990 | 36798.0 | A | 6.0 | 22000 | 829.5 |
| 36998 | 0.04260 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 121.0 | True | 760.0 | 779.0 | 10.0 | 10.0 | 10729.0 | 0.21 | 0.06726 | 0.0605 | 68161.0 | AA | 7.0 | 6000 | 769.5 |
| 37021 | 0.06499 | Current | 8666.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 146.0 | True | 780.0 | 799.0 | 5.0 | 5.0 | 5877.0 | 0.18 | 0.13636 | 0.1139 | 19123.0 | A | 6.0 | 35000 | 789.5 |
| 37062 | 0.06499 | Current | 9166.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 15.0 | True | 700.0 | 719.0 | 22.0 | 22.0 | 51588.0 | 0.24 | 0.13636 | 0.1139 | 32112.0 | A | 6.0 | 20000 | 709.5 |
| 37091 | 0.07295 | Current | 4833.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 18.0 | False | 660.0 | 679.0 | 15.0 | 13.0 | 12284.0 | 0.31 | 0.18068 | 0.1570 | 4715.0 | C | 4.0 | 8000 | 669.5 |
| 37102 | 0.06291 | Current | 5500.000000 | $50,000-74,999 | 3.0 | 36 | 0.0 | 11.0 | NaN | Employed | 109.0 | True | 680.0 | 699.0 | 5.0 | 5.0 | 4977.0 | 0.14 | 0.13734 | 0.1089 | 1423.0 | A | 6.0 | 2000 | 689.5 |
| 37184 | 0.04231 | Current | 6208.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 178.0 | True | 780.0 | 799.0 | 6.0 | 6.0 | 27257.0 | 0.13 | 0.07620 | 0.0629 | 56281.0 | AA | 7.0 | 4100 | 789.5 |
| 37186 | 0.07463 | Current | 15833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 21.0 | True | 700.0 | 719.0 | 25.0 | 25.0 | 54890.0 | 0.40 | 0.18671 | 0.1500 | 83311.0 | B | 5.0 | 15000 | 709.5 |
| 37220 | 0.04529 | Current | 14166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 31.0 | True | 780.0 | 799.0 | 10.0 | 10.0 | 4068.0 | 0.08 | 0.07922 | 0.0659 | 65886.0 | AA | 7.0 | 20000 | 789.5 |
| 37232 | 0.04261 | Current | 4833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 41.0 | True | 760.0 | 779.0 | 15.0 | 15.0 | 3650.0 | 0.25 | 0.06726 | 0.0605 | 7450.0 | AA | 7.0 | 15000 | 769.5 |
| 37328 | 0.04261 | Completed | 7166.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 74.0 | True | 820.0 | 839.0 | 9.0 | 8.0 | 1046.0 | 0.13 | 0.06726 | 0.0605 | 39354.0 | AA | 7.0 | 19000 | 829.5 |
| 37362 | 0.04260 | Current | 19583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 82.0 | True | 820.0 | 839.0 | 11.0 | 9.0 | 77976.0 | 0.09 | 0.06726 | 0.0605 | 71671.0 | AA | 7.0 | 15000 | 829.5 |
| 37647 | 0.05298 | Current | 4564.750000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 127.0 | True | 720.0 | 739.0 | 14.0 | 13.0 | 96637.0 | 0.22 | 0.09534 | 0.0819 | 35431.0 | AA | 7.0 | 10000 | 729.5 |
| 37690 | 0.04260 | Current | 18416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 238.0 | False | 760.0 | 779.0 | 9.0 | 9.0 | 12833.0 | 0.15 | 0.06726 | 0.0605 | 12668.0 | AA | 7.0 | 15000 | 769.5 |
| 37739 | 0.06663 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 87.0 | True | 680.0 | 699.0 | 11.0 | 11.0 | 4365.0 | 0.18 | 0.13799 | 0.1099 | 9659.0 | A | 6.0 | 2600 | 689.5 |
| 37861 | 0.04929 | Current | 9166.666667 | $100,000+ | 45.0 | 36 | 106071.0 | 11.0 | NaN | Full-time | 168.0 | True | 700.0 | 719.0 | 22.0 | 21.0 | 27250.0 | 0.22 | 0.09434 | 0.0809 | 14816.0 | AA | 7.0 | 20000 | 709.5 |
| 37918 | 0.06706 | Current | 2531.250000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 87.0 | False | 640.0 | 659.0 | 4.0 | 3.0 | 11960.0 | 0.19 | 0.14714 | 0.1189 | 3640.0 | A | 6.0 | 6500 | 649.5 |
| 37968 | 0.04261 | Current | 10250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 143.0 | False | 700.0 | 719.0 | 10.0 | 10.0 | 30704.0 | 0.15 | 0.07922 | 0.0659 | 22196.0 | AA | 7.0 | 20000 | 709.5 |
| 38014 | 0.06499 | Current | 9583.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 106.0 | True | 720.0 | 739.0 | 8.0 | 8.0 | 34933.0 | 0.19 | 0.13636 | 0.1139 | 56767.0 | A | 6.0 | 20000 | 729.5 |
| 38025 | 0.07689 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 197.0 | 11.0 | NaN | Employed | 107.0 | True | 680.0 | 699.0 | 7.0 | 7.0 | 2698.0 | 0.17 | 0.17090 | 0.1349 | 3627.0 | B | 5.0 | 2500 | 689.5 |
| 38136 | 0.04260 | Current | 2750.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 32.0 | False | 780.0 | 799.0 | 7.0 | 5.0 | 613.0 | 0.09 | 0.06726 | 0.0605 | 6687.0 | AA | 7.0 | 4000 | 789.5 |
| 38191 | 0.05298 | Current | 2916.666667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 114.0 | False | 740.0 | 759.0 | 7.0 | 7.0 | 6673.0 | 0.26 | 0.09534 | 0.0819 | 25417.0 | AA | 7.0 | 3000 | 749.5 |
| 38249 | 0.06462 | Current | 3732.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 172.0 | True | 780.0 | 799.0 | 11.0 | 7.0 | 6237.0 | 0.40 | 0.13301 | 0.1050 | 43763.0 | A | 6.0 | 4000 | 789.5 |
| 38275 | 0.06706 | Current | 7216.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 11.0 | False | 760.0 | 779.0 | 11.0 | 11.0 | 23784.0 | 0.24 | 0.14147 | 0.1189 | 42886.0 | A | 6.0 | 25000 | 769.5 |
| 38376 | 0.07192 | Current | 5541.666667 | $50,000-74,999 | 4.0 | 60 | 0.0 | 11.0 | NaN | Employed | 67.0 | False | 640.0 | 659.0 | 15.0 | 13.0 | 18713.0 | 0.32 | 0.15844 | 0.1355 | 3851.0 | B | 5.0 | 20000 | 649.5 |
| 38443 | 0.06663 | Current | 12500.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 79.0 | True | 780.0 | 799.0 | 19.0 | 16.0 | 4579.0 | 0.09 | 0.13227 | 0.1099 | 44664.0 | A | 6.0 | 25000 | 789.5 |
| 38533 | 0.06462 | Current | 6666.666667 | $75,000-99,999 | 19.0 | 36 | 0.0 | 11.0 | NaN | Employed | 82.0 | False | 680.0 | 699.0 | 16.0 | 16.0 | 3673.0 | 0.21 | 0.13301 | 0.1050 | 17627.0 | A | 6.0 | 12000 | 689.5 |
| 38661 | 0.07192 | Current | 5810.833333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 23.0 | True | 680.0 | 699.0 | 6.0 | 6.0 | 2188.0 | 0.10 | 0.15868 | 0.1355 | 25312.0 | B | 5.0 | 5000 | 689.5 |
| 38667 | 0.04231 | Completed | 3500.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 48.0 | False | 740.0 | 759.0 | 6.0 | 5.0 | 2378.0 | 0.12 | 0.07620 | 0.0629 | 29622.0 | AA | 7.0 | 2000 | 749.5 |
| 38736 | 0.04231 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 186.0 | True | 780.0 | 799.0 | 12.0 | 10.0 | 277.0 | 0.14 | 0.07620 | 0.0629 | 14524.0 | AA | 7.0 | 20000 | 789.5 |
| 38756 | 0.04806 | Current | 11666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 380.0 | True | 720.0 | 739.0 | 17.0 | 17.0 | 73078.0 | 0.20 | 0.09030 | 0.0769 | 48532.0 | AA | 7.0 | 10000 | 729.5 |
| 38851 | 0.06081 | Current | 16250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 27.0 | True | 740.0 | 759.0 | 17.0 | 15.0 | 74659.0 | 0.28 | 0.13189 | 0.1039 | 25491.0 | A | 6.0 | 35000 | 749.5 |
| 38914 | 0.04260 | Current | 7666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 41.0 | True | 800.0 | 819.0 | 14.0 | 11.0 | 760.0 | 0.17 | 0.06726 | 0.0605 | 36340.0 | AA | 7.0 | 20000 | 809.5 |
| 38952 | 0.04261 | Current | 15833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 24.0 | False | 800.0 | 819.0 | 11.0 | 11.0 | 2658.0 | 0.04 | 0.06726 | 0.0605 | 25542.0 | AA | 7.0 | 2000 | 809.5 |
| 38969 | 0.04529 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 77.0 | True | 760.0 | 779.0 | 12.0 | 11.0 | 20417.0 | 0.18 | 0.07922 | 0.0659 | 24809.0 | AA | 7.0 | 16000 | 769.5 |
| 38985 | 0.05342 | Current | 7750.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 173.0 | False | 720.0 | 739.0 | 12.0 | 12.0 | 99345.0 | 0.25 | 0.11563 | 0.0879 | 61022.0 | A | 6.0 | 25000 | 729.5 |
| 39006 | 0.05879 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 234.0 | False | 700.0 | 719.0 | 11.0 | 10.0 | 37947.0 | 0.25 | 0.12691 | 0.0990 | 5703.0 | A | 6.0 | 25000 | 709.5 |
| 39105 | 0.04554 | Current | 15000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 110.0 | True | 700.0 | 719.0 | 11.0 | 10.0 | 141457.0 | 0.16 | 0.08496 | 0.0716 | 30876.0 | AA | 7.0 | 20000 | 709.5 |
| 39127 | 0.04554 | Current | 9375.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 13.0 | True | 760.0 | 779.0 | 14.0 | 13.0 | 16555.0 | 0.11 | 0.08496 | 0.0716 | 58547.0 | AA | 7.0 | 20000 | 769.5 |
| 39135 | 0.07192 | Current | 6141.333333 | $50,000-74,999 | 15.0 | 60 | 14457.0 | 11.0 | NaN | Employed | 113.0 | False | 640.0 | 659.0 | 7.0 | 7.0 | 7481.0 | 0.24 | 0.15844 | 0.1355 | 15569.0 | B | 5.0 | 20000 | 649.5 |
| 39164 | 0.04261 | Current | 9750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 28.0 | True | 740.0 | 759.0 | 9.0 | 9.0 | 39243.0 | 0.20 | 0.07922 | 0.0659 | 38508.0 | AA | 7.0 | 20000 | 749.5 |
| 39182 | 0.04554 | Current | 10083.333333 | $100,000+ | 39.0 | 36 | 0.0 | 11.0 | NaN | Other | 432.0 | True | 700.0 | 719.0 | 17.0 | 17.0 | 6361.0 | 0.12 | 0.08531 | 0.0716 | 19140.0 | AA | 7.0 | 6700 | 709.5 |
| 39184 | 0.05047 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 53.0 | True | 780.0 | 799.0 | 9.0 | 9.0 | 1697.0 | 0.21 | 0.08495 | 0.0766 | 12027.0 | AA | 7.0 | 10000 | 789.5 |
| 39221 | 0.04231 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 7.0 | True | 780.0 | 799.0 | 11.0 | 10.0 | 9353.0 | 0.20 | 0.07654 | 0.0629 | 35597.0 | AA | 7.0 | 11700 | 789.5 |
| 39313 | 0.04260 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 213.0 | False | 760.0 | 779.0 | 21.0 | 21.0 | 7169.0 | 0.19 | 0.06726 | 0.0605 | 28501.0 | AA | 7.0 | 5000 | 769.5 |
| 39381 | 0.08154 | Current | 3500.000000 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 175.0 | False | 740.0 | 759.0 | 19.0 | 18.0 | 14939.0 | 0.41 | 0.17174 | 0.1485 | 35923.0 | B | 5.0 | 10000 | 749.5 |
| 39396 | 0.06598 | Current | 6416.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 103.0 | False | 700.0 | 719.0 | 10.0 | 10.0 | 10367.0 | 0.32 | 0.14937 | 0.1264 | 2007.0 | B | 5.0 | 15000 | 709.5 |
| 39546 | 0.04260 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 0.0 | True | 780.0 | 799.0 | 19.0 | 19.0 | 19340.0 | 0.21 | 0.06726 | 0.0605 | 94949.0 | AA | 7.0 | 15000 | 789.5 |
| 39584 | 0.06388 | Current | 13333.333333 | $100,000+ | 39.0 | 36 | 0.0 | 11.0 | NaN | Employed | 36.0 | False | 680.0 | 699.0 | 7.0 | 6.0 | 13839.0 | 0.08 | 0.13799 | 0.1099 | 33161.0 | A | 6.0 | 19000 | 689.5 |
| 39644 | 0.06910 | Current | 12000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 48.0 | True | 700.0 | 719.0 | 20.0 | 18.0 | 36299.0 | 0.48 | 0.15223 | 0.1239 | 3104.0 | A | 6.0 | 15000 | 709.5 |
| 39775 | 0.04554 | Current | 3000.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 78.0 | False | 720.0 | 739.0 | 8.0 | 7.0 | 382.0 | 0.16 | 0.08496 | 0.0716 | 12918.0 | AA | 7.0 | 6002 | 729.5 |
| 39902 | 0.06663 | Current | 5000.000000 | $50,000-74,999 | 3.0 | 36 | 12458.0 | 11.0 | NaN | Self-employed | 38.0 | False | 660.0 | 679.0 | 7.0 | 7.0 | 4063.0 | NaN | 0.13799 | 0.1099 | 6137.0 | A | 6.0 | 15000 | 669.5 |
| 40056 | 0.06417 | Current | 9333.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 13.0 | False | 740.0 | 759.0 | 6.0 | 6.0 | 4141.0 | 0.18 | 0.13864 | 0.1159 | 5525.0 | A | 6.0 | 30000 | 749.5 |
| 40153 | 0.08421 | Current | 3750.000000 | $25,000-49,999 | 1.0 | 60 | 178.0 | 11.0 | NaN | Employed | 43.0 | False | 660.0 | 679.0 | 5.0 | 4.0 | 0.0 | 0.11 | 0.18965 | 0.1660 | 5500.0 | C | 4.0 | 10000 | 669.5 |
| 40159 | 0.04929 | Current | 11713.250000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 91.0 | True | 740.0 | 759.0 | 11.0 | 11.0 | 23232.0 | 0.30 | 0.09434 | 0.0809 | 22668.0 | AA | 7.0 | 25000 | 749.5 |
| 40181 | 0.04261 | Current | 6112.166667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 0.0 | True | 780.0 | 799.0 | 13.0 | 12.0 | 13037.0 | 0.25 | 0.06726 | 0.0605 | 55183.0 | AA | 7.0 | 12000 | 789.5 |
| 40259 | 0.06388 | Current | 13333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 43.0 | True | 720.0 | 739.0 | 18.0 | 13.0 | 78037.0 | 0.24 | 0.13799 | 0.1099 | 34103.0 | A | 6.0 | 35000 | 729.5 |
| 40293 | 0.04261 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 64.0 | False | 700.0 | 719.0 | 13.0 | 12.0 | 33244.0 | 0.18 | 0.07922 | 0.0659 | 38466.0 | AA | 7.0 | 20000 | 709.5 |
| 40386 | 0.04231 | Current | 7166.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 186.0 | True | 740.0 | 759.0 | 14.0 | 12.0 | 13159.0 | 0.22 | 0.07620 | 0.0629 | 31339.0 | AA | 7.0 | 20000 | 749.5 |
| 40388 | 0.05516 | Current | 8333.333333 | $100,000+ | 4.0 | 36 | 0.0 | 11.0 | NaN | Employed | 2.0 | False | 720.0 | 739.0 | 12.0 | 12.0 | 4416.0 | 0.18 | 0.10038 | 0.0869 | 11784.0 | AA | 7.0 | 15000 | 729.5 |
| 40452 | 0.07077 | Current | 15000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 20.0 | True | 720.0 | 739.0 | 13.0 | 13.0 | 58628.0 | 0.24 | 0.15425 | 0.1314 | 74642.0 | B | 5.0 | 35000 | 729.5 |
| 40600 | 0.05879 | Current | 8000.000000 | $75,000-99,999 | 5.0 | 60 | 0.0 | 11.0 | NaN | Employed | 79.0 | True | 720.0 | 739.0 | 9.0 | 9.0 | 1246.0 | 0.08 | 0.12137 | 0.0990 | 2561.0 | A | 6.0 | 20000 | 729.5 |
| 40646 | 0.04260 | Current | 5583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 243.0 | False | 800.0 | 819.0 | 17.0 | 16.0 | 13776.0 | 0.31 | 0.06726 | 0.0605 | 28545.0 | AA | 7.0 | 20000 | 809.5 |
| 40807 | 0.05879 | Current | 8333.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 136.0 | False | 720.0 | 739.0 | 14.0 | 13.0 | 47435.0 | 0.25 | 0.12113 | 0.0990 | 65123.0 | A | 6.0 | 20000 | 729.5 |
| 40824 | 0.06910 | Current | 13000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 116.0 | True | 780.0 | 799.0 | 7.0 | 6.0 | 28155.0 | 0.10 | 0.14658 | 0.1239 | 87745.0 | A | 6.0 | 35000 | 789.5 |
| 40932 | 0.07487 | Current | 3583.333333 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 41.0 | False | 700.0 | 719.0 | 11.0 | 11.0 | 3518.0 | 0.31 | 0.15271 | 0.1299 | 9332.0 | A | 6.0 | 10000 | 709.5 |
| 41047 | 0.04260 | Current | 15583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 31.0 | True | 800.0 | 819.0 | 5.0 | 5.0 | 5158.0 | 0.05 | 0.06726 | 0.0605 | 39842.0 | AA | 7.0 | 10000 | 809.5 |
| 41150 | 0.07077 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 63.0 | False | 680.0 | 699.0 | 5.0 | 5.0 | 4102.0 | 0.15 | 0.15425 | 0.1314 | 1598.0 | B | 5.0 | 20000 | 689.5 |
| 41186 | 0.04231 | Current | 5750.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 30.0 | False | 740.0 | 759.0 | 16.0 | 13.0 | 7373.0 | 0.23 | 0.07620 | 0.0629 | 7477.0 | AA | 7.0 | 13000 | 749.5 |
| 41323 | 0.07284 | Current | 18750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 20.0 | True | 680.0 | 699.0 | 13.0 | 13.0 | 183590.0 | 0.17 | 0.15324 | 0.1249 | 23116.0 | A | 6.0 | 20000 | 689.5 |
| 41331 | 0.05342 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 69.0 | True | 780.0 | 799.0 | 12.0 | 9.0 | 7968.0 | 0.16 | 0.11003 | 0.0879 | 75432.0 | A | 6.0 | 10000 | 789.5 |
| 41538 | 0.06291 | Current | 5000.000000 | $50,000-74,999 | 5.0 | 36 | 0.0 | 11.0 | NaN | Employed | 24.0 | True | 680.0 | 699.0 | 16.0 | 15.0 | 3962.0 | 0.15 | 0.13734 | 0.1089 | 6593.0 | A | 6.0 | 5000 | 689.5 |
| 41560 | 0.04260 | Current | 16666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 46.0 | True | 800.0 | 819.0 | 9.0 | 8.0 | 8257.0 | 0.08 | 0.06726 | 0.0605 | 28255.0 | AA | 7.0 | 18000 | 809.5 |
| 41594 | 0.05984 | Current | 5365.000000 | $50,000-74,999 | 8.0 | 36 | 11630.0 | 11.0 | NaN | Employed | 75.0 | False | 700.0 | 719.0 | 7.0 | 7.0 | 161.0 | 0.40 | 0.13124 | 0.1029 | 3339.0 | A | 6.0 | 15000 | 709.5 |
| 41671 | 0.06663 | Current | 4333.333333 | $50,000-74,999 | 2.0 | 36 | 0.0 | 11.0 | NaN | Employed | 434.0 | True | 680.0 | 699.0 | 8.0 | 5.0 | 3283.0 | 0.11 | 0.13799 | 0.1099 | 8312.0 | A | 6.0 | 10000 | 689.5 |
| 41694 | 0.07284 | Completed | 9166.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 32.0 | True | 780.0 | 799.0 | 12.0 | 12.0 | 19826.0 | 0.28 | 0.14760 | 0.1249 | 60810.0 | A | 6.0 | 35000 | 789.5 |
| 41726 | 0.07077 | Current | 10000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 186.0 | True | 700.0 | 719.0 | 24.0 | 22.0 | 48177.0 | 0.32 | 0.15425 | 0.1314 | 53959.0 | B | 5.0 | 15000 | 709.5 |
| 41821 | 0.06910 | Current | 20833.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 9.0 | True | 760.0 | 779.0 | 14.0 | 14.0 | 202024.0 | 0.19 | 0.14658 | 0.1239 | 49663.0 | A | 6.0 | 35000 | 769.5 |
| 41845 | 0.04260 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 23.0 | True | 800.0 | 819.0 | 13.0 | 11.0 | 5085.0 | 0.11 | 0.06726 | 0.0605 | 91853.0 | AA | 7.0 | 4000 | 809.5 |
| 41902 | 0.06081 | Current | 12500.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 258.0 | True | 760.0 | 779.0 | 15.0 | 14.0 | 34204.0 | 0.25 | 0.12614 | 0.1039 | 74686.0 | A | 6.0 | 22242 | 769.5 |
| 41934 | 0.07487 | Current | 5583.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 241.0 | True | 700.0 | 719.0 | 8.0 | 8.0 | 15509.0 | 0.26 | 0.15271 | 0.1299 | 4710.0 | A | 6.0 | 20000 | 709.5 |
| 41957 | 0.04260 | Current | 8000.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 462.0 | True | 780.0 | 799.0 | 19.0 | 19.0 | 24397.0 | 0.15 | 0.06726 | 0.0605 | 95244.0 | AA | 7.0 | 10000 | 789.5 |
| 41958 | 0.04231 | FinalPaymentInProgress | 8350.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 140.0 | False | 740.0 | 759.0 | 16.0 | 14.0 | 25407.0 | 0.05 | 0.07620 | 0.0629 | 134193.0 | AA | 7.0 | 2000 | 749.5 |
| 41976 | 0.06499 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 352.0 | False | 660.0 | 679.0 | 8.0 | 8.0 | 8765.0 | 0.24 | 0.14206 | 0.1139 | 589.0 | A | 6.0 | 15000 | 669.5 |
| 42009 | 0.06499 | Current | 2916.666667 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 85.0 | False | 700.0 | 719.0 | 9.0 | 7.0 | 1285.0 | 0.23 | 0.13636 | 0.1139 | 1015.0 | A | 6.0 | 10000 | 709.5 |
| 42089 | 0.04529 | Current | 9083.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 141.0 | True | 740.0 | 759.0 | 8.0 | 8.0 | 6999.0 | NaN | 0.07922 | 0.0659 | 32501.0 | AA | 7.0 | 15000 | 749.5 |
| 42099 | 0.05984 | Current | 9101.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 194.0 | False | 760.0 | 779.0 | 12.0 | 12.0 | 10595.0 | 0.23 | 0.12535 | 0.1029 | 23970.0 | A | 6.0 | 22500 | 769.5 |
| 42236 | 0.06499 | Current | 9583.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 1.0 | True | 760.0 | 779.0 | 8.0 | 6.0 | 5256.0 | 0.13 | 0.13636 | 0.1139 | 42720.0 | A | 6.0 | 35000 | 769.5 |
| 42262 | 0.04929 | Current | 7727.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 105.0 | True | 820.0 | 839.0 | 10.0 | 10.0 | 4328.0 | 0.08 | 0.09367 | 0.0809 | 116572.0 | AA | 7.0 | 10000 | 829.5 |
| 42278 | 0.06970 | Current | 17500.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 76.0 | True | 720.0 | 739.0 | 26.0 | 24.0 | 79231.0 | 0.28 | 0.15016 | 0.1274 | 57380.0 | B | 5.0 | 13000 | 729.5 |
| 42426 | 0.06153 | Current | 13750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 9.0 | True | 720.0 | 739.0 | 19.0 | 18.0 | 20009.0 | 0.36 | 0.12691 | 0.0990 | 37591.0 | A | 6.0 | 15000 | 729.5 |
| 42512 | 0.06388 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 0.0 | False | 760.0 | 779.0 | 39.0 | 38.0 | 31881.0 | 0.48 | 0.13799 | 0.1099 | 178850.0 | A | 6.0 | 15000 | 769.5 |
| 42524 | 0.04261 | Current | 10333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 225.0 | True | 760.0 | 779.0 | 10.0 | 10.0 | 27872.0 | 0.15 | 0.06726 | 0.0605 | 22928.0 | AA | 7.0 | 12000 | 769.5 |
| 42562 | 0.07487 | Current | 4697.666667 | $50,000-74,999 | 1.0 | 60 | 0.0 | 11.0 | NaN | Employed | 241.0 | False | 720.0 | 739.0 | 11.0 | 11.0 | 6111.0 | 0.38 | 0.15271 | 0.1299 | 9570.0 | A | 6.0 | 12000 | 729.5 |
| 42586 | 0.07487 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 77.0 | True | 720.0 | 739.0 | 12.0 | 12.0 | 32468.0 | 0.30 | 0.15271 | 0.1299 | 22922.0 | A | 6.0 | 15000 | 729.5 |
| 42717 | 0.04260 | Current | 6281.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 51.0 | True | 800.0 | 819.0 | 6.0 | 5.0 | 8661.0 | 0.08 | 0.06726 | 0.0605 | 36139.0 | AA | 7.0 | 10000 | 809.5 |
| 42789 | 0.04554 | Current | 8750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 69.0 | True | 740.0 | 759.0 | 10.0 | 9.0 | 12749.0 | 0.09 | 0.08531 | 0.0716 | 25052.0 | AA | 7.0 | 13000 | 749.5 |
| 42916 | 0.06706 | Current | 7433.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 22.0 | True | 740.0 | 759.0 | 11.0 | 11.0 | 74711.0 | 0.33 | 0.14147 | 0.1189 | 41664.0 | A | 6.0 | 15000 | 749.5 |
| 42944 | 0.05568 | Current | 9166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 159.0 | False | 720.0 | 739.0 | 19.0 | 19.0 | 18943.0 | 0.35 | 0.12081 | 0.0930 | 31107.0 | A | 6.0 | 15000 | 729.5 |
| 42975 | 0.06968 | Current | 8904.416667 | $100,000+ | 4.0 | 60 | 0.0 | 11.0 | NaN | Employed | 163.0 | False | 700.0 | 719.0 | 8.0 | 8.0 | 6789.0 | 0.16 | 0.13840 | 0.1159 | 13411.0 | A | 6.0 | 5000 | 709.5 |
| 43026 | 0.06499 | Current | 8333.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 9.0 | False | 700.0 | 719.0 | 10.0 | 7.0 | 7170.0 | 0.10 | 0.13659 | 0.1139 | 1830.0 | A | 6.0 | 10000 | 709.5 |
| 43029 | 0.05470 | Current | 10000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 58.0 | False | 780.0 | 799.0 | 8.0 | 8.0 | 2309.0 | 0.04 | 0.11421 | 0.0920 | 9691.0 | A | 6.0 | 8500 | 789.5 |
| 43127 | 0.05568 | Current | 17083.333333 | $100,000+ | 0.0 | 36 | 393.0 | 11.0 | NaN | Employed | 334.0 | True | 720.0 | 739.0 | 27.0 | 19.0 | 193051.0 | 0.29 | 0.12081 | 0.0930 | 34449.0 | A | 6.0 | 15000 | 729.5 |
| 43221 | 0.04231 | Current | 14166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 29.0 | True | 760.0 | 779.0 | 13.0 | 13.0 | 17108.0 | 0.13 | 0.07654 | 0.0629 | 60292.0 | AA | 7.0 | 17500 | 769.5 |
| 43272 | 0.05568 | Current | 10416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 69.0 | False | 740.0 | 759.0 | 11.0 | 11.0 | 14311.0 | 0.19 | 0.12081 | 0.0930 | 24489.0 | A | 6.0 | 31183 | 749.5 |
| 43301 | 0.07192 | Current | 3500.000000 | $25,000-49,999 | 2.0 | 60 | 75.0 | 11.0 | NaN | Employed | 30.0 | True | 680.0 | 699.0 | 8.0 | 5.0 | 2137.0 | 0.16 | 0.15868 | 0.1355 | 0.0 | B | 5.0 | 2500 | 689.5 |
| 43363 | 0.04261 | Completed | 3083.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 86.0 | False | 800.0 | 819.0 | 10.0 | 9.0 | 646.0 | 0.15 | 0.06726 | 0.0605 | 21054.0 | AA | 7.0 | 4000 | 809.5 |
| 43379 | 0.06706 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 69.0 | True | 700.0 | 719.0 | 7.0 | 6.0 | 16890.0 | 0.57 | 0.14714 | 0.1189 | 5653.0 | A | 6.0 | 13000 | 709.5 |
| 43386 | 0.04260 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 23.0 | False | 800.0 | 819.0 | 14.0 | 8.0 | 870.0 | 0.08 | 0.06726 | 0.0605 | 41230.0 | AA | 7.0 | 6000 | 809.5 |
| 43488 | 0.04260 | Current | 10833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 72.0 | True | 800.0 | 819.0 | 10.0 | 10.0 | 1259.0 | 0.21 | 0.06726 | 0.0605 | 30141.0 | AA | 7.0 | 20000 | 809.5 |
| 43489 | 0.04261 | Current | 15000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 66.0 | False | 800.0 | 819.0 | 13.0 | 13.0 | 6247.0 | 0.05 | 0.06726 | 0.0605 | 81853.0 | AA | 7.0 | 4000 | 809.5 |
| 43572 | 0.05879 | Current | 11250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 24.0 | False | 700.0 | 719.0 | 8.0 | 7.0 | 72915.0 | 0.30 | 0.12691 | 0.0990 | 65035.0 | A | 6.0 | 15000 | 709.5 |
| 43589 | 0.05047 | Current | 6000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 62.0 | False | 720.0 | 739.0 | 7.0 | 7.0 | 7669.0 | 0.20 | 0.09000 | 0.0766 | 27408.0 | AA | 7.0 | 20000 | 729.5 |
| 43995 | 0.04261 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 122.0 | False | 800.0 | 819.0 | 12.0 | 9.0 | 407.0 | NaN | 0.06726 | 0.0605 | 19593.0 | AA | 7.0 | 11200 | 809.5 |
| 43996 | 0.06968 | Current | 11337.083333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 361.0 | False | 720.0 | 739.0 | 10.0 | 10.0 | 28785.0 | 0.21 | 0.14409 | 0.1159 | 21740.0 | A | 6.0 | 35000 | 729.5 |
| 44023 | 0.06499 | Current | 9833.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 29.0 | True | 700.0 | 719.0 | 9.0 | 9.0 | 62369.0 | 0.17 | 0.13636 | 0.1139 | 5931.0 | A | 6.0 | 20000 | 709.5 |
| 44138 | 0.06706 | Current | 4041.666667 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 142.0 | False | 700.0 | 719.0 | 17.0 | 16.0 | 10228.0 | 0.19 | 0.14147 | 0.1189 | 26317.0 | A | 6.0 | 14000 | 709.5 |
| 44142 | 0.06388 | Current | 2500.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 1.0 | False | 680.0 | 699.0 | 5.0 | 5.0 | 1007.0 | 0.09 | 0.13799 | 0.1099 | 893.0 | A | 6.0 | 4000 | 689.5 |
| 44188 | 0.04261 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 121.0 | True | 740.0 | 759.0 | 23.0 | 22.0 | 66771.0 | 0.26 | 0.07922 | 0.0659 | 104732.0 | AA | 7.0 | 6000 | 749.5 |
| 44259 | 0.04806 | Current | 5666.666667 | $50,000-74,999 | 15.0 | 36 | 0.0 | 11.0 | NaN | Employed | 159.0 | False | 720.0 | 739.0 | 10.0 | 9.0 | 4684.0 | 0.11 | 0.09030 | 0.0769 | 5875.0 | AA | 7.0 | 4800 | 729.5 |
| 44290 | 0.06499 | Current | 17231.500000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 182.0 | True | 780.0 | 799.0 | 19.0 | 18.0 | 181452.0 | 0.16 | 0.13636 | 0.1139 | 80227.0 | A | 6.0 | 26500 | 789.5 |
| 44394 | 0.07689 | Current | 12500.000000 | $100,000+ | 5.0 | 36 | 0.0 | 11.0 | NaN | Employed | 150.0 | True | 680.0 | 699.0 | 12.0 | 11.0 | 31981.0 | 0.09 | 0.17090 | 0.1349 | 52219.0 | B | 5.0 | 25000 | 689.5 |
| 44438 | 0.04529 | Current | 5916.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 160.0 | True | 740.0 | 759.0 | 15.0 | 14.0 | 27331.0 | 0.22 | 0.07922 | 0.0659 | 50789.0 | AA | 7.0 | 14000 | 749.5 |
| 44465 | 0.04261 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 208.0 | True | 760.0 | 779.0 | 16.0 | 15.0 | 34453.0 | 0.23 | 0.07922 | 0.0659 | 50548.0 | AA | 7.0 | 20000 | 769.5 |
| 44521 | 0.04260 | Current | 11250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 71.0 | True | 760.0 | 779.0 | 13.0 | 13.0 | 34890.0 | 0.17 | 0.06726 | 0.0605 | 10162.0 | AA | 7.0 | 16160 | 769.5 |
| 44549 | 0.04529 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 263.0 | True | 780.0 | 799.0 | 9.0 | 9.0 | 1426.0 | 0.10 | 0.07922 | 0.0659 | 23743.0 | AA | 7.0 | 3600 | 789.5 |
| 44573 | 0.04554 | Current | 13750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 10.0 | True | 740.0 | 759.0 | 8.0 | 8.0 | 33386.0 | 0.14 | 0.08496 | 0.0716 | 87454.0 | AA | 7.0 | 20000 | 749.5 |
| 44589 | 0.04529 | Current | 8125.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 23.0 | True | 780.0 | 799.0 | 10.0 | 10.0 | 701.0 | 0.13 | 0.07922 | 0.0659 | 24860.0 | AA | 7.0 | 19000 | 789.5 |
| 44653 | 0.05342 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 55.0 | True | 740.0 | 759.0 | 7.0 | 7.0 | 593.0 | 0.22 | 0.11599 | 0.0879 | 28207.0 | A | 6.0 | 25000 | 749.5 |
| 44799 | 0.05293 | Current | 6416.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 274.0 | False | 740.0 | 759.0 | 27.0 | 25.0 | 45253.0 | 0.41 | 0.11548 | 0.0874 | 57076.0 | A | 6.0 | 15000 | 749.5 |
| 44850 | 0.08728 | Current | 13333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 127.0 | True | 680.0 | 699.0 | 17.0 | 15.0 | 62802.0 | 0.42 | 0.22415 | 0.1870 | 11298.0 | C | 4.0 | 9495 | 689.5 |
| 44881 | 0.05047 | Completed | 4083.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 41.0 | False | 720.0 | 739.0 | 13.0 | 13.0 | 397.0 | 0.07 | 0.09000 | 0.0766 | 67291.0 | AA | 7.0 | 2350 | 729.5 |
| 45041 | 0.06663 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 212.0 | True | 720.0 | 739.0 | 11.0 | 10.0 | 13707.0 | 0.10 | 0.13227 | 0.1099 | 31845.0 | A | 6.0 | 16500 | 729.5 |
| 45126 | 0.04929 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 354.0 | True | 720.0 | 739.0 | 21.0 | 20.0 | 67524.0 | 0.16 | 0.09434 | 0.0809 | 36042.0 | AA | 7.0 | 15000 | 729.5 |
| 45430 | 0.06081 | Current | 6900.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 163.0 | True | 700.0 | 719.0 | 16.0 | 15.0 | 27117.0 | 0.38 | 0.13189 | 0.1039 | 1536.0 | A | 6.0 | 13500 | 709.5 |
| 45561 | 0.06499 | Current | 14250.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 196.0 | True | 800.0 | 819.0 | 21.0 | 20.0 | 3228.0 | 0.18 | 0.13659 | 0.1139 | 74627.0 | A | 6.0 | 35000 | 809.5 |
| 45674 | 0.04260 | Current | 15000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 331.0 | True | 800.0 | 819.0 | 9.0 | 9.0 | 17366.0 | 0.11 | 0.06726 | 0.0605 | 63834.0 | AA | 7.0 | 20000 | 809.5 |
| 45750 | 0.06081 | Current | 10333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 29.0 | True | 700.0 | 719.0 | 26.0 | 25.0 | 57856.0 | 0.35 | 0.13189 | 0.1039 | 20398.0 | A | 6.0 | 15000 | 709.5 |
| 45779 | 0.07344 | Current | 7916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 28.0 | True | 660.0 | 679.0 | 23.0 | 23.0 | 34687.0 | 0.40 | 0.17611 | 0.1400 | 7763.0 | B | 5.0 | 15000 | 669.5 |
| 45897 | 0.06706 | Current | 6258.333333 | $75,000-99,999 | 0.0 | 36 | 129.0 | 11.0 | NaN | Employed | 59.0 | False | 640.0 | 659.0 | 7.0 | 7.0 | 10493.0 | 0.06 | 0.14714 | 0.1189 | 10507.0 | A | 6.0 | 3000 | 649.5 |
| 45979 | 0.04806 | Current | 1200.000000 | $1-24,999 | 7.0 | 36 | 0.0 | 11.0 | NaN | Other | 60.0 | False | 720.0 | 739.0 | 9.0 | 9.0 | 831.0 | 0.30 | 0.09065 | 0.0769 | 6230.0 | AA | 7.0 | 4000 | 729.5 |
| 46062 | 0.06081 | Current | 8583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 11.0 | False | 700.0 | 719.0 | 9.0 | 8.0 | 23410.0 | 0.38 | 0.13226 | 0.1039 | 1590.0 | A | 6.0 | 15000 | 709.5 |
| 46086 | 0.06388 | Current | 9083.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 188.0 | True | 700.0 | 719.0 | 15.0 | 13.0 | 17787.0 | 0.20 | 0.13227 | 0.1099 | 2823.0 | A | 6.0 | 9000 | 709.5 |
| 46176 | 0.06081 | Current | 4750.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 27.0 | False | 740.0 | 759.0 | 15.0 | 13.0 | 20416.0 | 0.45 | 0.13189 | 0.1039 | 47328.0 | A | 6.0 | 11000 | 749.5 |
| 46187 | 0.05879 | Current | 10166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 113.0 | True | 700.0 | 719.0 | 20.0 | 19.0 | 300143.0 | 0.29 | 0.12691 | 0.0990 | 91537.0 | A | 6.0 | 10000 | 709.5 |
| 46204 | 0.04260 | Current | 9278.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 168.0 | True | 780.0 | 799.0 | 11.0 | 10.0 | 17855.0 | 0.23 | 0.06726 | 0.0605 | 36939.0 | AA | 7.0 | 20000 | 789.5 |
| 46213 | 0.04806 | Current | 15000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 109.0 | True | 720.0 | 739.0 | 10.0 | 10.0 | 20921.0 | 0.10 | 0.09030 | 0.0769 | 24884.0 | AA | 7.0 | 11000 | 729.5 |
| 46264 | 0.06970 | Current | 4750.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 147.0 | True | 700.0 | 719.0 | 15.0 | 15.0 | 10896.0 | 0.33 | 0.15016 | 0.1274 | 8331.0 | B | 5.0 | 15000 | 709.5 |
| 46329 | 0.04260 | Current | 9166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 3.0 | False | 820.0 | 839.0 | 14.0 | 12.0 | 3103.0 | 0.20 | 0.06726 | 0.0605 | 91097.0 | AA | 7.0 | 15000 | 829.5 |
| 46333 | 0.04231 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 19.0 | True | 780.0 | 799.0 | 7.0 | 7.0 | 8314.0 | 0.15 | 0.07620 | 0.0629 | 49686.0 | AA | 7.0 | 8400 | 789.5 |
| 46362 | 0.04529 | Current | 25000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 62.0 | True | 740.0 | 759.0 | 14.0 | 14.0 | 12596.0 | 0.20 | 0.07922 | 0.0659 | 33504.0 | AA | 7.0 | 20000 | 749.5 |
| 46464 | 0.04231 | Current | 14583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 20.0 | True | 740.0 | 759.0 | 9.0 | 9.0 | 29049.0 | 0.12 | 0.07620 | 0.0629 | 14158.0 | AA | 7.0 | 20000 | 749.5 |
| 46503 | 0.06499 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 338.0 | True | 720.0 | 739.0 | 15.0 | 14.0 | 20997.0 | 0.17 | 0.13636 | 0.1139 | 39750.0 | A | 6.0 | 11500 | 729.5 |
| 46672 | 0.04261 | Current | 3600.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 158.0 | False | 800.0 | 819.0 | 7.0 | 7.0 | 2192.0 | 0.13 | 0.06726 | 0.0605 | 47256.0 | AA | 7.0 | 10000 | 809.5 |
| 46743 | 0.04231 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 29.0 | False | 740.0 | 759.0 | 8.0 | 8.0 | 5017.0 | 0.19 | 0.07620 | 0.0629 | 7343.0 | AA | 7.0 | 11500 | 749.5 |
| 46752 | 0.08004 | Current | 9000.000000 | $100,000+ | 4.0 | 60 | 0.0 | 11.0 | NaN | Employed | 92.0 | False | 640.0 | 659.0 | 11.0 | 11.0 | 5519.0 | 0.16 | 0.16713 | 0.1440 | 739.0 | B | 5.0 | 20000 | 649.5 |
| 46768 | 0.05047 | Completed | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 26.0 | False | 720.0 | 739.0 | 9.0 | 9.0 | 18112.0 | 0.11 | 0.09000 | 0.0766 | 38285.0 | AA | 7.0 | 2250 | 729.5 |
| 47043 | 0.04929 | Current | 15416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 12.0 | True | 820.0 | 839.0 | 5.0 | 5.0 | 3058.0 | 0.07 | 0.09434 | 0.0809 | 38942.0 | AA | 7.0 | 30000 | 829.5 |
| 47122 | 0.08004 | Current | 3416.666667 | $25,000-49,999 | 7.0 | 36 | 0.0 | 11.0 | NaN | Employed | 181.0 | True | 640.0 | 659.0 | 4.0 | 2.0 | 1078.0 | 0.11 | 0.18020 | 0.1440 | 422.0 | B | 5.0 | 10000 | 649.5 |
| 47354 | 0.04261 | Current | 5166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 201.0 | True | 820.0 | 839.0 | 13.0 | 11.0 | 49972.0 | 0.13 | 0.06726 | 0.0605 | 43528.0 | AA | 7.0 | 5000 | 829.5 |
| 47893 | 0.05047 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 69.0 | True | 720.0 | 739.0 | 9.0 | 8.0 | 3947.0 | 0.24 | 0.09000 | 0.0766 | 6553.0 | AA | 7.0 | 5000 | 729.5 |
| 47972 | 0.06153 | Current | 6780.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 70.0 | True | 720.0 | 739.0 | 14.0 | 14.0 | 10478.0 | 0.35 | 0.12691 | 0.0990 | 8522.0 | A | 6.0 | 10500 | 729.5 |
| 48005 | 0.04929 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 244.0 | True | 720.0 | 739.0 | 7.0 | 6.0 | 3445.0 | 0.13 | 0.09434 | 0.0809 | 26555.0 | AA | 7.0 | 20000 | 729.5 |
| 48213 | 0.04929 | Current | 2791.666667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 95.0 | True | 740.0 | 759.0 | 8.0 | 5.0 | 134.0 | 0.41 | 0.09469 | 0.0809 | 1566.0 | AA | 7.0 | 10000 | 749.5 |
| 48273 | 0.05047 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 78.0 | False | 760.0 | 779.0 | 14.0 | 13.0 | 16688.0 | 0.20 | 0.09000 | 0.0766 | 42412.0 | AA | 7.0 | 16000 | 769.5 |
| 48363 | 0.04929 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 370.0 | False | 700.0 | 719.0 | 14.0 | 14.0 | 20018.0 | 0.14 | 0.09434 | 0.0809 | 38784.0 | AA | 7.0 | 6000 | 709.5 |
| 48433 | 0.05293 | Current | 7916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 8.0 | True | 740.0 | 759.0 | 18.0 | 17.0 | 25641.0 | 0.27 | 0.11548 | 0.0874 | 95029.0 | A | 6.0 | 25000 | 749.5 |
| 48506 | 0.04929 | Current | 13750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 12.0 | True | 800.0 | 819.0 | 8.0 | 7.0 | 20380.0 | 0.18 | 0.09469 | 0.0809 | 44420.0 | AA | 7.0 | 26000 | 809.5 |
| 48520 | 0.04231 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 185.0 | True | 760.0 | 779.0 | 11.0 | 10.0 | 19779.0 | 0.19 | 0.07620 | 0.0629 | 51521.0 | AA | 7.0 | 11000 | 769.5 |
| 48704 | 0.04231 | Current | 5500.000000 | $50,000-74,999 | 0.0 | 36 | 27.0 | 11.0 | NaN | Employed | 42.0 | True | 740.0 | 759.0 | 15.0 | 13.0 | 19459.0 | 0.24 | 0.07620 | 0.0629 | 5003.0 | AA | 7.0 | 6500 | 749.5 |
| 48705 | 0.04261 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 90.0 | True | 800.0 | 819.0 | 8.0 | 7.0 | 11221.0 | 0.19 | 0.06726 | 0.0605 | 25579.0 | AA | 7.0 | 8000 | 809.5 |
| 48709 | 0.04554 | Current | 4583.333333 | $50,000-74,999 | 1.0 | 36 | 0.0 | 11.0 | NaN | Other | 0.0 | True | 760.0 | 779.0 | 10.0 | 10.0 | 13573.0 | 0.16 | 0.08496 | 0.0716 | 64127.0 | AA | 7.0 | 13500 | 769.5 |
| 48970 | 0.04231 | Current | 5666.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 231.0 | False | 740.0 | 759.0 | 20.0 | 20.0 | 9092.0 | 0.21 | 0.07620 | 0.0629 | 28831.0 | AA | 7.0 | 6000 | 749.5 |
| 49027 | 0.06663 | Current | 7333.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 79.0 | True | 740.0 | 759.0 | 24.0 | 23.0 | 46347.0 | 0.28 | 0.13227 | 0.1099 | 121703.0 | A | 6.0 | 14000 | 749.5 |
| 49140 | 0.07192 | Current | 11375.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 41.0 | True | 700.0 | 719.0 | 12.0 | 12.0 | 29961.0 | 0.15 | 0.15844 | 0.1355 | 30639.0 | B | 5.0 | 25000 | 709.5 |
| 49230 | 0.07192 | Current | 12500.000000 | $100,000+ | 5.0 | 60 | 0.0 | 11.0 | NaN | Employed | 10.0 | True | 700.0 | 719.0 | 17.0 | 16.0 | 42138.0 | 0.19 | 0.15844 | 0.1355 | 25052.0 | B | 5.0 | 25000 | 709.5 |
| 49336 | 0.05879 | Current | 11000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 142.0 | True | 700.0 | 719.0 | 10.0 | 8.0 | 89405.0 | 0.15 | 0.12691 | 0.0990 | 27995.0 | A | 6.0 | 25000 | 709.5 |
| 49378 | 0.04806 | Current | 5750.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 105.0 | False | 780.0 | 799.0 | 13.0 | 13.0 | 14835.0 | 0.31 | 0.09030 | 0.0769 | 61382.0 | AA | 7.0 | 10000 | 789.5 |
| 49409 | 0.04929 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 12.0 | True | 740.0 | 759.0 | 10.0 | 9.0 | 11638.0 | 0.38 | 0.09434 | 0.0809 | 7462.0 | AA | 7.0 | 15000 | 749.5 |
| 49497 | 0.07078 | Current | 14583.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 116.0 | False | 760.0 | 779.0 | 9.0 | 8.0 | 237.0 | 0.18 | 0.14249 | 0.1199 | 24063.0 | A | 6.0 | 25000 | 769.5 |
| 49507 | 0.04929 | Current | 8500.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 12.0 | False | 800.0 | 819.0 | 15.0 | 13.0 | 1389.0 | 0.20 | 0.09367 | 0.0809 | 73578.0 | AA | 7.0 | 18000 | 809.5 |
| 49539 | 0.05298 | Current | 7833.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 98.0 | True | 760.0 | 779.0 | 17.0 | 17.0 | 31925.0 | 0.34 | 0.09534 | 0.0819 | 26975.0 | AA | 7.0 | 15000 | 769.5 |
| 49650 | 0.06388 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 6.0 | False | 700.0 | 719.0 | 7.0 | 7.0 | 57545.0 | 0.23 | 0.13799 | 0.1099 | 30955.0 | A | 6.0 | 25000 | 709.5 |
| 49657 | 0.06081 | Current | 6341.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 126.0 | False | 760.0 | 779.0 | 12.0 | 11.0 | 20474.0 | 0.44 | 0.13189 | 0.1039 | 35437.0 | A | 6.0 | 15000 | 769.5 |
| 49748 | 0.04261 | Current | 20000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 166.0 | True | 700.0 | 719.0 | 10.0 | 9.0 | 54178.0 | 0.09 | 0.07922 | 0.0659 | 22922.0 | AA | 7.0 | 20000 | 709.5 |
| 49893 | 0.06499 | Current | 8333.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 111.0 | True | 700.0 | 719.0 | 9.0 | 9.0 | 13505.0 | 0.14 | 0.13636 | 0.1139 | 34871.0 | A | 6.0 | 15000 | 709.5 |
| 49933 | 0.05047 | Current | 10350.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 14.0 | True | 740.0 | 759.0 | 11.0 | 11.0 | 17016.0 | 0.21 | 0.09000 | 0.0766 | 55024.0 | AA | 7.0 | 20000 | 749.5 |
| 49946 | 0.07689 | Current | 6000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 310.0 | True | 660.0 | 679.0 | 7.0 | 6.0 | 13699.0 | 0.28 | 0.17090 | 0.1349 | 388.0 | B | 5.0 | 13000 | 669.5 |
| 49966 | 0.04260 | Current | 2583.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 284.0 | True | 800.0 | 819.0 | 10.0 | 10.0 | 999.0 | 0.14 | 0.06726 | 0.0605 | 58151.0 | AA | 7.0 | 2500 | 809.5 |
| 49988 | 0.06968 | Current | 5166.666667 | $50,000-74,999 | 4.0 | 36 | 6787.0 | 11.0 | NaN | Employed | 27.0 | False | 640.0 | 659.0 | 8.0 | 8.0 | 3434.0 | 0.13 | 0.14409 | 0.1159 | 27.0 | A | 6.0 | 2500 | 649.5 |
| 50066 | 0.07890 | Completed | 10583.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 30.0 | True | 740.0 | 759.0 | 13.0 | 11.0 | 11121.0 | 0.22 | 0.16294 | 0.1399 | 34579.0 | B | 5.0 | 34000 | 749.5 |
| 50232 | 0.06388 | Current | 12500.000000 | $100,000+ | 7.0 | 36 | 0.0 | 11.0 | NaN | Employed | 130.0 | True | 680.0 | 699.0 | 18.0 | 17.0 | 13096.0 | 0.27 | 0.13836 | 0.1099 | 13316.0 | A | 6.0 | 11500 | 689.5 |
| 50237 | 0.04231 | Current | 15500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 34.0 | True | 740.0 | 759.0 | 11.0 | 10.0 | 10328.0 | NaN | 0.07620 | 0.0629 | 54422.0 | AA | 7.0 | 12000 | 749.5 |
| 50431 | 0.04806 | Current | 4000.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 165.0 | False | 700.0 | 719.0 | 7.0 | 7.0 | 16584.0 | 0.27 | 0.09030 | 0.0769 | 3239.0 | AA | 7.0 | 6000 | 709.5 |
| 50509 | 0.06663 | Current | 3166.666667 | $25,000-49,999 | 4.0 | 60 | 0.0 | 11.0 | NaN | Employed | 54.0 | False | 720.0 | 739.0 | 10.0 | 10.0 | 3132.0 | 0.27 | 0.13227 | 0.1099 | 20369.0 | A | 6.0 | 4500 | 729.5 |
| 50672 | 0.04261 | Current | 5750.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 23.0 | True | 780.0 | 799.0 | 7.0 | 5.0 | 677.0 | 0.08 | 0.06726 | 0.0605 | 21423.0 | AA | 7.0 | 6000 | 789.5 |
| 50761 | 0.08880 | Current | 6717.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 119.0 | False | 740.0 | 759.0 | 12.0 | 12.0 | 46403.0 | 0.33 | 0.20462 | 0.1679 | 3574.0 | B | 5.0 | 15000 | 749.5 |
| 50845 | 0.05568 | Current | 6166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 75.0 | True | 740.0 | 759.0 | 13.0 | 13.0 | 30296.0 | 0.36 | 0.12081 | 0.0930 | 51904.0 | A | 6.0 | 15000 | 749.5 |
| 50851 | 0.06499 | Current | 11250.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 41.0 | False | 720.0 | 739.0 | 15.0 | 15.0 | 3115.0 | 0.19 | 0.13636 | 0.1139 | 24607.0 | A | 6.0 | 15000 | 729.5 |
| 50893 | 0.06715 | Current | 4583.333333 | $50,000-74,999 | 4.0 | 60 | 0.0 | 11.0 | NaN | Employed | 93.0 | True | 680.0 | 699.0 | 9.0 | 9.0 | 9567.0 | 0.21 | 0.15357 | 0.1305 | 18708.0 | B | 5.0 | 13000 | 689.5 |
| 50914 | 0.05047 | Current | 8333.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 73.0 | False | 780.0 | 799.0 | 10.0 | 10.0 | 4551.0 | 0.14 | 0.08495 | 0.0766 | 34449.0 | AA | 7.0 | 13500 | 789.5 |
| 50961 | 0.06970 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 103.0 | True | 700.0 | 719.0 | 14.0 | 13.0 | 12190.0 | 0.36 | 0.15016 | 0.1274 | 4520.0 | B | 5.0 | 12000 | 709.5 |
| 50998 | 0.05342 | Current | 11000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 36.0 | True | 800.0 | 819.0 | 9.0 | 9.0 | 15435.0 | 0.19 | 0.11599 | 0.0879 | 65965.0 | A | 6.0 | 35000 | 809.5 |
| 51184 | 0.06968 | Current | 3833.333333 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 27.0 | False | 700.0 | 719.0 | 5.0 | 5.0 | 9746.0 | 0.16 | 0.13840 | 0.1159 | 3710.0 | A | 6.0 | 15000 | 709.5 |
| 51266 | 0.06910 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 126.0 | True | 700.0 | 719.0 | 20.0 | 20.0 | 22642.0 | 0.47 | 0.15223 | 0.1239 | 6121.0 | A | 6.0 | 15000 | 709.5 |
| 51296 | 0.04261 | Current | 2916.666667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 48.0 | False | 800.0 | 819.0 | 6.0 | 6.0 | 3390.0 | 0.08 | 0.06726 | 0.0605 | 32357.0 | AA | 7.0 | 3000 | 809.5 |
| 51330 | 0.04929 | Current | 10416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 262.0 | True | 760.0 | 779.0 | 10.0 | 9.0 | 21101.0 | 0.18 | 0.09469 | 0.0809 | 37399.0 | AA | 7.0 | 25000 | 769.5 |
| 51343 | 0.07284 | Current | 6583.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 2.0 | True | 700.0 | 719.0 | 7.0 | 7.0 | 15408.0 | 0.18 | 0.14760 | 0.1249 | 2092.0 | A | 6.0 | 18000 | 709.5 |
| 51446 | 0.04929 | Current | 4500.000000 | $50,000-74,999 | 2.0 | 36 | 0.0 | 11.0 | NaN | Employed | 110.0 | True | 700.0 | 719.0 | 12.0 | 12.0 | 587.0 | 0.19 | 0.09469 | 0.0809 | 0.0 | AA | 7.0 | 2000 | 709.5 |
| 51488 | 0.07192 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 60.0 | True | 680.0 | 699.0 | 10.0 | 8.0 | 38249.0 | 0.37 | 0.17151 | 0.1355 | 8891.0 | B | 5.0 | 14900 | 689.5 |
| 51553 | 0.04929 | Current | 76666.666667 | $100,000+ | 14.0 | 36 | 97.0 | 11.0 | NaN | Employed | 150.0 | True | 700.0 | 719.0 | 17.0 | 11.0 | 15311.0 | 0.11 | 0.09434 | 0.0809 | 84989.0 | AA | 7.0 | 16900 | 709.5 |
| 51676 | 0.05047 | Current | 4916.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 10.0 | True | 720.0 | 739.0 | 12.0 | 12.0 | 7223.0 | 0.15 | 0.09000 | 0.0766 | 23027.0 | AA | 7.0 | 15000 | 729.5 |
| 51699 | 0.06153 | Current | 5333.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 221.0 | True | 780.0 | 799.0 | 8.0 | 6.0 | 8319.0 | 0.20 | 0.12113 | 0.0990 | 31081.0 | A | 6.0 | 20000 | 789.5 |
| 51800 | 0.06081 | Current | 4500.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 124.0 | True | 720.0 | 739.0 | 14.0 | 14.0 | 16516.0 | 0.17 | 0.12614 | 0.1039 | 27495.0 | A | 6.0 | 9500 | 729.5 |
| 51887 | 0.04806 | Current | 8500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 31.0 | False | 720.0 | 739.0 | 5.0 | 5.0 | 22339.0 | 0.22 | 0.09065 | 0.0769 | 2505.0 | AA | 7.0 | 19000 | 729.5 |
| 51942 | 0.04261 | Current | 25000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 69.0 | True | 800.0 | 819.0 | 6.0 | 4.0 | 3039.0 | 0.06 | 0.06726 | 0.0605 | 40285.0 | AA | 7.0 | 14980 | 809.5 |
| 51946 | 0.04260 | Current | 10416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 49.0 | True | 760.0 | 779.0 | 9.0 | 9.0 | 17008.0 | 0.18 | 0.06726 | 0.0605 | 35992.0 | AA | 7.0 | 6500 | 769.5 |
| 52054 | 0.05047 | Current | 29583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 78.0 | True | 720.0 | 739.0 | 28.0 | 27.0 | 137131.0 | 0.10 | 0.09000 | 0.0766 | 74569.0 | AA | 7.0 | 9000 | 729.5 |
| 52212 | 0.04260 | Current | 3333.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 169.0 | True | 820.0 | 839.0 | 7.0 | 7.0 | 4462.0 | NaN | 0.06726 | 0.0605 | 46889.0 | AA | 7.0 | 8000 | 829.5 |
| 52243 | 0.05298 | Current | 11366.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 14.0 | True | 720.0 | 739.0 | 17.0 | 16.0 | 16054.0 | 0.19 | 0.09534 | 0.0819 | 40696.0 | AA | 7.0 | 17500 | 729.5 |
| 52394 | 0.05568 | Current | 4329.583333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 133.0 | True | 680.0 | 699.0 | 9.0 | 9.0 | 12748.0 | 0.11 | 0.12081 | 0.0930 | 28807.0 | A | 6.0 | 5000 | 689.5 |
| 52405 | 0.04260 | Current | 7666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 91.0 | True | 780.0 | 799.0 | 18.0 | 16.0 | 14684.0 | 0.28 | 0.06726 | 0.0605 | 38941.0 | AA | 7.0 | 12000 | 789.5 |
| 52438 | 0.05879 | Current | 5700.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 177.0 | False | 740.0 | 759.0 | 7.0 | 7.0 | 7966.0 | 0.11 | 0.12113 | 0.0990 | 15934.0 | A | 6.0 | 15000 | 749.5 |
| 52473 | 0.05879 | Current | 4511.833333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 31.0 | True | 800.0 | 819.0 | 12.0 | 11.0 | 3798.0 | 0.50 | 0.12727 | 0.0990 | 21002.0 | A | 6.0 | 15000 | 809.5 |
| 52568 | 0.04554 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 1.0 | False | 740.0 | 759.0 | 7.0 | 7.0 | 21568.0 | 0.12 | 0.08531 | 0.0716 | 23532.0 | AA | 7.0 | 20000 | 749.5 |
| 52578 | 0.06663 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 212.0 | True | 720.0 | 739.0 | 7.0 | 7.0 | 22161.0 | 0.22 | 0.13227 | 0.1099 | 3647.0 | A | 6.0 | 20000 | 729.5 |
| 52630 | 0.04261 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 203.0 | False | 760.0 | 779.0 | 8.0 | 8.0 | 21110.0 | 0.12 | 0.07922 | 0.0659 | 27707.0 | AA | 7.0 | 11000 | 769.5 |
| 52710 | 0.04529 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 187.0 | True | 780.0 | 799.0 | 7.0 | 7.0 | 5069.0 | 0.10 | 0.07922 | 0.0659 | 38932.0 | AA | 7.0 | 13000 | 789.5 |
| 52758 | 0.08728 | Current | 4916.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 13.0 | False | 680.0 | 699.0 | 18.0 | 16.0 | 10282.0 | 0.48 | 0.22415 | 0.1870 | 10921.0 | C | 4.0 | 15000 | 689.5 |
| 52796 | 0.06388 | Current | 10416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 18.0 | True | 720.0 | 739.0 | 15.0 | 13.0 | 49674.0 | 0.22 | 0.13799 | 0.1099 | 33650.0 | A | 6.0 | 35000 | 729.5 |
| 52828 | 0.05047 | Current | 17500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 86.0 | True | 720.0 | 739.0 | 9.0 | 9.0 | 25645.0 | 0.14 | 0.09000 | 0.0766 | 17955.0 | AA | 7.0 | 2000 | 729.5 |
| 52979 | 0.07689 | Current | 11333.333333 | $100,000+ | 2.0 | 36 | 0.0 | 11.0 | NaN | Employed | 209.0 | False | 680.0 | 699.0 | 7.0 | 7.0 | 3066.0 | 0.09 | 0.17090 | 0.1349 | 6934.0 | B | 5.0 | 14000 | 689.5 |
| 53047 | 0.07192 | Current | 6333.333333 | $75,000-99,999 | 13.0 | 60 | 0.0 | 11.0 | NaN | Employed | 65.0 | False | 680.0 | 699.0 | 8.0 | 8.0 | 10561.0 | 0.27 | 0.15844 | 0.1355 | 11510.0 | B | 5.0 | 15000 | 689.5 |
| 53253 | 0.04261 | Current | 7916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 65.0 | True | 720.0 | 739.0 | 17.0 | 14.0 | 41348.0 | 0.19 | 0.07922 | 0.0659 | 80160.0 | AA | 7.0 | 20000 | 729.5 |
| 53334 | 0.06388 | Current | 11250.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 28.0 | True | 720.0 | 739.0 | 19.0 | 16.0 | 17227.0 | 0.18 | 0.13250 | 0.1099 | 52321.0 | A | 6.0 | 10000 | 729.5 |
| 53429 | 0.04554 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 46.0 | True | 740.0 | 759.0 | 13.0 | 13.0 | 40140.0 | 0.25 | 0.08496 | 0.0716 | 39660.0 | AA | 7.0 | 20000 | 749.5 |
| 53492 | 0.07077 | Current | 2916.666667 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 115.0 | True | 740.0 | 759.0 | 17.0 | 16.0 | 9668.0 | 0.50 | 0.15425 | 0.1314 | 27145.0 | B | 5.0 | 10000 | 749.5 |
| 53498 | 0.04260 | Current | 6833.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 0.0 | True | 780.0 | 799.0 | 16.0 | 16.0 | 23542.0 | 0.14 | 0.06726 | 0.0605 | 75407.0 | AA | 7.0 | 5000 | 789.5 |
| 53534 | 0.06970 | Current | 10416.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 92.0 | True | 740.0 | 759.0 | 15.0 | 14.0 | 15120.0 | 0.18 | 0.15016 | 0.1274 | 40707.0 | B | 5.0 | 33000 | 749.5 |
| 53611 | 0.06388 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 267.0 | True | 700.0 | 719.0 | 16.0 | 15.0 | 70142.0 | 0.22 | 0.13799 | 0.1099 | 35565.0 | A | 6.0 | 25000 | 709.5 |
| 53655 | 0.06388 | Current | 5166.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 78.0 | False | 720.0 | 739.0 | 11.0 | 11.0 | 5428.0 | 0.28 | 0.13227 | 0.1099 | 14863.0 | A | 6.0 | 11500 | 729.5 |
| 53754 | 0.06081 | Current | 10833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 131.0 | True | 740.0 | 759.0 | 19.0 | 19.0 | 35190.0 | 0.22 | 0.13189 | 0.1039 | 71881.0 | A | 6.0 | 31000 | 749.5 |
| 53777 | 0.04261 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 35.0 | False | 820.0 | 839.0 | 7.0 | 6.0 | 1350.0 | 0.15 | 0.06726 | 0.0605 | 17681.0 | AA | 7.0 | 12000 | 829.5 |
| 53846 | 0.04231 | Current | 9916.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 111.0 | True | 740.0 | 759.0 | 11.0 | 9.0 | 103106.0 | 0.26 | 0.07620 | 0.0629 | 22554.0 | AA | 7.0 | 16000 | 749.5 |
| 53858 | 0.04261 | Current | 14166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 193.0 | True | 740.0 | 759.0 | 20.0 | 19.0 | 115950.0 | 0.20 | 0.07922 | 0.0659 | 79550.0 | AA | 7.0 | 20000 | 749.5 |
| 53977 | 0.06910 | Current | 4359.916667 | $50,000-74,999 | 8.0 | 60 | 0.0 | 11.0 | NaN | Employed | 24.0 | True | 760.0 | 779.0 | 18.0 | 14.0 | 10442.0 | 0.34 | 0.14658 | 0.1239 | 32563.0 | A | 6.0 | 15000 | 769.5 |
| 53986 | 0.06306 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Full-time | 139.0 | False | 660.0 | 679.0 | 5.0 | 3.0 | 1801.0 | 0.23 | 0.14039 | 0.1119 | 2199.0 | A | 6.0 | 15000 | 669.5 |
| 54042 | 0.06153 | Completed | 3083.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 157.0 | False | 700.0 | 719.0 | 7.0 | 5.0 | 1058.0 | 0.35 | 0.12691 | 0.0990 | 0.0 | A | 6.0 | 10000 | 709.5 |
| 54066 | 0.08004 | Current | 12500.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 55.0 | True | 720.0 | 739.0 | 17.0 | 16.0 | 14323.0 | 0.17 | 0.16713 | 0.1440 | 35227.0 | B | 5.0 | 35000 | 729.5 |
| 54089 | 0.04806 | Current | 4500.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 1.0 | False | 700.0 | 719.0 | 10.0 | 9.0 | 3881.0 | 0.17 | 0.09030 | 0.0769 | 7561.0 | AA | 7.0 | 3500 | 709.5 |
| 54108 | 0.07408 | Current | 9166.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 101.0 | False | 680.0 | 699.0 | 19.0 | 18.0 | 17901.0 | 0.20 | 0.16969 | 0.1465 | 6723.0 | B | 5.0 | 25000 | 689.5 |
| 54113 | 0.06388 | Current | 7916.666667 | $75,000-99,999 | 1.0 | 36 | 0.0 | 11.0 | NaN | Employed | 182.0 | False | 680.0 | 699.0 | 11.0 | 11.0 | 7238.0 | 0.17 | 0.13799 | 0.1099 | 353.0 | A | 6.0 | 15000 | 689.5 |
| 54118 | 0.04261 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 277.0 | False | 800.0 | 819.0 | 5.0 | 5.0 | 54.0 | 0.26 | 0.06726 | 0.0605 | 0.0 | AA | 7.0 | 18000 | 809.5 |
| 54148 | 0.06388 | Current | 4916.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 73.0 | False | 680.0 | 699.0 | 14.0 | 12.0 | 26805.0 | 0.28 | 0.13836 | 0.1099 | 3615.0 | A | 6.0 | 15000 | 689.5 |
| 54282 | 0.04260 | Current | 13750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 101.0 | True | 820.0 | 839.0 | 11.0 | 11.0 | 17609.0 | 0.13 | 0.06726 | 0.0605 | 80370.0 | AA | 7.0 | 16000 | 829.5 |
| 54317 | 0.04231 | Current | 9900.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 7.0 | False | 780.0 | 799.0 | 5.0 | 5.0 | 5427.0 | 0.04 | 0.07620 | 0.0629 | 90573.0 | AA | 7.0 | 2000 | 789.5 |
| 54320 | 0.08004 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 36 | 127.0 | 11.0 | NaN | Employed | 148.0 | True | 660.0 | 679.0 | 9.0 | 8.0 | 34553.0 | 0.17 | 0.18020 | 0.1440 | 24026.0 | B | 5.0 | 19000 | 669.5 |
| 54471 | 0.04260 | Current | 2833.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Full-time | 104.0 | False | 760.0 | 779.0 | 5.0 | 5.0 | 7133.0 | 0.14 | 0.06726 | 0.0605 | 16067.0 | AA | 7.0 | 6000 | 769.5 |
| 54656 | 0.04529 | Current | 3000.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 17.0 | True | 740.0 | 759.0 | 13.0 | 13.0 | 65704.0 | NaN | 0.07922 | 0.0659 | 74596.0 | AA | 7.0 | 10000 | 749.5 |
| 54673 | 0.06499 | Current | 2916.666667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 231.0 | True | 740.0 | 759.0 | 23.0 | 22.0 | 66739.0 | 0.46 | 0.14206 | 0.1139 | 82830.0 | A | 6.0 | 7000 | 749.5 |
| 54693 | 0.07689 | Current | 11666.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 5.0 | True | 720.0 | 739.0 | 11.0 | 11.0 | 272559.0 | 0.34 | 0.15783 | 0.1349 | 62541.0 | B | 5.0 | 15000 | 729.5 |
| 54702 | 0.04554 | Current | 11666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 129.0 | True | 740.0 | 759.0 | 15.0 | 14.0 | 53824.0 | 0.19 | 0.08496 | 0.0716 | 63841.0 | AA | 7.0 | 20000 | 749.5 |
| 54719 | 0.06081 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 130.0 | True | 780.0 | 799.0 | 12.0 | 12.0 | 10937.0 | 0.30 | 0.12614 | 0.1039 | 24163.0 | A | 6.0 | 12000 | 789.5 |
| 54940 | 0.04231 | Current | 20833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 40.0 | False | 740.0 | 759.0 | 15.0 | 12.0 | 8976.0 | 0.04 | 0.07620 | 0.0629 | 43655.0 | AA | 7.0 | 15000 | 749.5 |
| 55128 | 0.04929 | Current | 10833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 17.0 | False | 700.0 | 719.0 | 8.0 | 8.0 | 45734.0 | 0.20 | 0.09434 | 0.0809 | 15677.0 | AA | 7.0 | 20000 | 709.5 |
| 55249 | 0.06388 | Current | 17500.000000 | $100,000+ | 10.0 | 36 | 0.0 | 11.0 | NaN | Employed | 11.0 | True | 680.0 | 699.0 | 15.0 | 13.0 | 22542.0 | 0.14 | 0.13799 | 0.1099 | 6005.0 | A | 6.0 | 20000 | 689.5 |
| 55290 | 0.06970 | Current | 13333.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 104.0 | False | 720.0 | 739.0 | 10.0 | 10.0 | 50085.0 | 0.35 | 0.15016 | 0.1274 | 17765.0 | B | 5.0 | 15000 | 729.5 |
| 55336 | 0.04806 | Current | 5833.333333 | $50,000-74,999 | 7.0 | 36 | 0.0 | 11.0 | NaN | Employed | 166.0 | True | 720.0 | 739.0 | 7.0 | 7.0 | 62.0 | 0.29 | 0.09030 | 0.0769 | 1438.0 | AA | 7.0 | 20000 | 729.5 |
| 55407 | 0.04554 | Current | 18750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 158.0 | True | 740.0 | 759.0 | 13.0 | 13.0 | 62132.0 | 0.11 | 0.08496 | 0.0716 | 46668.0 | AA | 7.0 | 20000 | 749.5 |
| 55498 | 0.05879 | Current | 4683.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 188.0 | True | 760.0 | 779.0 | 14.0 | 13.0 | 63922.0 | 0.27 | 0.12113 | 0.0990 | 89052.0 | A | 6.0 | 10000 | 769.5 |
| 55622 | 0.04929 | Current | 5666.666667 | $50,000-74,999 | 12.0 | 36 | 0.0 | 11.0 | NaN | Employed | 31.0 | False | 700.0 | 719.0 | 12.0 | 11.0 | 6820.0 | 0.14 | 0.09469 | 0.0809 | 6758.0 | AA | 7.0 | 6000 | 709.5 |
| 55666 | 0.06968 | Current | 4458.333333 | $50,000-74,999 | 0.0 | 36 | 412.0 | 11.0 | NaN | Employed | 76.0 | False | 640.0 | 659.0 | 7.0 | 5.0 | 6491.0 | 0.21 | 0.14409 | 0.1159 | 2509.0 | A | 6.0 | 15000 | 649.5 |
| 55669 | 0.04260 | Current | 6916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 21.0 | True | 800.0 | 819.0 | 9.0 | 8.0 | 6666.0 | 0.12 | 0.06726 | 0.0605 | 50335.0 | AA | 7.0 | 9000 | 809.5 |
| 55813 | 0.07689 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 105.0 | True | 680.0 | 699.0 | 9.0 | 9.0 | 2379.0 | 0.21 | 0.17090 | 0.1349 | 333.0 | B | 5.0 | 10000 | 689.5 |
| 55865 | 0.04231 | Current | 15416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 49.0 | True | 740.0 | 759.0 | 12.0 | 10.0 | 24342.0 | 0.18 | 0.07620 | 0.0629 | 38358.0 | AA | 7.0 | 15000 | 749.5 |
| 55867 | 0.05298 | Current | 12500.000000 | $100,000+ | 3.0 | 36 | 0.0 | 11.0 | NaN | Employed | 76.0 | False | 700.0 | 719.0 | 6.0 | 6.0 | 7918.0 | 0.17 | 0.09534 | 0.0819 | 10282.0 | AA | 7.0 | 13000 | 709.5 |
| 56004 | 0.04554 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 9.0 | True | 720.0 | 739.0 | 12.0 | 11.0 | 11085.0 | 0.10 | 0.08496 | 0.0716 | 3612.0 | AA | 7.0 | 5000 | 729.5 |
| 56018 | 0.05298 | Current | 22916.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 127.0 | True | 700.0 | 719.0 | 13.0 | 11.0 | 46547.0 | 0.23 | 0.09534 | 0.0819 | 10431.0 | AA | 7.0 | 10000 | 709.5 |
| 56046 | 0.04231 | Current | 6250.000000 | $75,000-99,999 | 16.0 | 36 | 0.0 | 11.0 | NaN | Employed | 23.0 | True | 740.0 | 759.0 | 12.0 | 11.0 | 5020.0 | 0.34 | 0.07654 | 0.0629 | 23098.0 | AA | 7.0 | 20000 | 749.5 |
| 56056 | 0.05047 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 210.0 | True | 720.0 | 739.0 | 13.0 | 9.0 | 6327.0 | 0.23 | 0.09000 | 0.0766 | 5237.0 | AA | 7.0 | 3000 | 729.5 |
| 56067 | 0.04529 | Current | 12083.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 106.0 | True | 740.0 | 759.0 | 10.0 | 6.0 | 25116.0 | 0.08 | 0.07922 | 0.0659 | 25784.0 | AA | 7.0 | 7500 | 749.5 |
| 56088 | 0.06706 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 167.0 | True | 740.0 | 759.0 | 8.0 | 8.0 | 56635.0 | 0.29 | 0.14147 | 0.1189 | 43065.0 | A | 6.0 | 25000 | 749.5 |
| 56108 | 0.04261 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 43.0 | True | 780.0 | 799.0 | 7.0 | 7.0 | 5704.0 | 0.06 | 0.06726 | 0.0605 | 37298.0 | AA | 7.0 | 10000 | 789.5 |
| 56124 | 0.04260 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 89.0 | True | 760.0 | 779.0 | 6.0 | 5.0 | 13464.0 | 0.19 | 0.06726 | 0.0605 | 17236.0 | AA | 7.0 | 14000 | 769.5 |
| 56175 | 0.08154 | Current | 10313.333333 | $100,000+ | 8.0 | 60 | 0.0 | 11.0 | NaN | Employed | 16.0 | True | 680.0 | 699.0 | 13.0 | 11.0 | 16732.0 | 0.23 | 0.17174 | 0.1485 | 18168.0 | B | 5.0 | 21000 | 689.5 |
| 56218 | 0.04260 | Current | 9166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 49.0 | True | 800.0 | 819.0 | 8.0 | 7.0 | 4515.0 | 0.19 | 0.06726 | 0.0605 | 30755.0 | AA | 7.0 | 6000 | 809.5 |
| 56220 | 0.07344 | Current | 11098.500000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 200.0 | True | 660.0 | 679.0 | 21.0 | 21.0 | 22130.0 | 0.22 | 0.16328 | 0.1400 | 17520.0 | B | 5.0 | 13000 | 669.5 |
| 56236 | 0.05047 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 108.0 | True | 720.0 | 739.0 | 5.0 | 5.0 | 2789.0 | 0.18 | 0.09000 | 0.0766 | 7336.0 | AA | 7.0 | 5000 | 729.5 |
| 56471 | 0.07078 | Current | 7500.000000 | $75,000-99,999 | 9.0 | 36 | 0.0 | 11.0 | NaN | Employed | 16.0 | False | 660.0 | 679.0 | 11.0 | 9.0 | 2278.0 | 0.11 | 0.14816 | 0.1199 | 7922.0 | A | 6.0 | 4000 | 669.5 |
| 56539 | 0.06081 | Current | 15416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 217.0 | True | 700.0 | 719.0 | 13.0 | 13.0 | 46125.0 | 0.29 | 0.13189 | 0.1039 | 24861.0 | A | 6.0 | 25000 | 709.5 |
| 56562 | 0.06968 | Current | 4583.333333 | $50,000-74,999 | 7.0 | 60 | 0.0 | 11.0 | NaN | Employed | 110.0 | False | 700.0 | 719.0 | 6.0 | 6.0 | 3117.0 | 0.16 | 0.13840 | 0.1159 | 3383.0 | A | 6.0 | 10500 | 709.5 |
| 56711 | 0.05568 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 129.0 | True | 720.0 | 739.0 | 9.0 | 9.0 | 11839.0 | 0.36 | 0.12081 | 0.0930 | 15161.0 | A | 6.0 | 11500 | 729.5 |
| 56774 | 0.05342 | Current | 11250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 94.0 | True | 740.0 | 759.0 | 19.0 | 19.0 | 39763.0 | 0.38 | 0.11599 | 0.0879 | 51237.0 | A | 6.0 | 15000 | 749.5 |
| 56803 | 0.05342 | Current | 5583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 17.0 | False | 700.0 | 719.0 | 8.0 | 8.0 | 24396.0 | 0.16 | 0.11563 | 0.0879 | 60204.0 | A | 6.0 | 15000 | 709.5 |
| 56822 | 0.07689 | Current | 11130.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 326.0 | True | 700.0 | 719.0 | 25.0 | 24.0 | 158374.0 | 0.29 | 0.15783 | 0.1349 | 69429.0 | B | 5.0 | 12500 | 709.5 |
| 56838 | 0.04806 | Current | 7936.166667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 6.0 | False | 720.0 | 739.0 | 5.0 | 5.0 | 12553.0 | 0.24 | 0.09030 | 0.0769 | 4947.0 | AA | 7.0 | 17500 | 729.5 |
| 56890 | 0.04260 | Current | 13083.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 53.0 | True | 780.0 | 799.0 | 16.0 | 15.0 | 35215.0 | 0.16 | 0.06726 | 0.0605 | 63938.0 | AA | 7.0 | 20000 | 789.5 |
| 57027 | 0.04231 | Current | 6221.166667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 351.0 | False | 740.0 | 759.0 | 7.0 | 6.0 | 580.0 | 0.06 | 0.07620 | 0.0629 | 11251.0 | AA | 7.0 | 5000 | 749.5 |
| 57093 | 0.04261 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 1.0 | True | 840.0 | 859.0 | 8.0 | 6.0 | 2410.0 | 0.07 | 0.06726 | 0.0605 | 79534.0 | AA | 7.0 | 8000 | 849.5 |
| 57114 | 0.06715 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 366.0 | True | 680.0 | 699.0 | 15.0 | 15.0 | 23986.0 | 0.21 | 0.15357 | 0.1305 | 3621.0 | B | 5.0 | 12000 | 689.5 |
| 57278 | 0.06663 | Current | 3833.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 4.0 | False | 660.0 | 679.0 | 5.0 | 5.0 | 4001.0 | 0.11 | 0.13799 | 0.1099 | 730.0 | A | 6.0 | 2000 | 669.5 |
| 57287 | 0.05516 | Current | 4833.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 12.0 | True | 780.0 | 799.0 | 19.0 | 18.0 | 3535.0 | 0.30 | 0.09975 | 0.0869 | 49415.0 | AA | 7.0 | 15000 | 789.5 |
| 57310 | 0.04260 | Current | 6000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 53.0 | False | 760.0 | 779.0 | 21.0 | 20.0 | 2398.0 | 0.23 | 0.06726 | 0.0605 | 42202.0 | AA | 7.0 | 11000 | 769.5 |
| 57329 | 0.05298 | Current | 7916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 51.0 | True | 760.0 | 779.0 | 16.0 | 16.0 | 15543.0 | 0.39 | 0.09534 | 0.0819 | 45457.0 | AA | 7.0 | 12000 | 769.5 |
| 57408 | 0.06081 | Current | 10500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 204.0 | True | 700.0 | 719.0 | 15.0 | 15.0 | 32524.0 | 0.28 | 0.13189 | 0.1039 | 14680.0 | A | 6.0 | 25000 | 709.5 |
| 57458 | 0.06388 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 7.0 | True | 700.0 | 719.0 | 11.0 | 11.0 | 20171.0 | 0.21 | 0.13799 | 0.1099 | 26897.0 | A | 6.0 | 25000 | 709.5 |
| 57468 | 0.06388 | Current | 11250.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 19.0 | True | 820.0 | 839.0 | 10.0 | 10.0 | 1204.0 | 0.17 | 0.13227 | 0.1099 | 50296.0 | A | 6.0 | 26000 | 829.5 |
| 57498 | 0.06388 | Current | 11250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 460.0 | True | 700.0 | 719.0 | 20.0 | 19.0 | 65581.0 | 0.22 | 0.13799 | 0.1099 | 27884.0 | A | 6.0 | 25000 | 709.5 |
| 57564 | 0.04929 | Current | 6583.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 83.0 | False | 760.0 | 779.0 | 12.0 | 12.0 | 1092.0 | 0.18 | 0.09390 | 0.0809 | 20908.0 | AA | 7.0 | 19000 | 769.5 |
| 57603 | 0.04231 | Current | 4225.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 80.0 | True | 740.0 | 759.0 | 7.0 | 7.0 | 479.0 | 0.29 | 0.07620 | 0.0629 | 6771.0 | AA | 7.0 | 6000 | 749.5 |
| 57613 | 0.04929 | Current | 12083.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 107.0 | True | 720.0 | 739.0 | 14.0 | 14.0 | 256826.0 | 0.28 | 0.09434 | 0.0809 | 122703.0 | AA | 7.0 | 20000 | 729.5 |
| 57663 | 0.07077 | Current | 12500.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 202.0 | True | 700.0 | 719.0 | 21.0 | 21.0 | 60785.0 | 0.21 | 0.15425 | 0.1314 | 90053.0 | B | 5.0 | 25000 | 709.5 |
| 57760 | 0.04261 | Current | 7116.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 373.0 | False | 780.0 | 799.0 | 12.0 | 8.0 | 2444.0 | 0.21 | 0.06726 | 0.0605 | 33302.0 | AA | 7.0 | 3000 | 789.5 |
| 57779 | 0.08922 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 46.0 | False | 640.0 | 659.0 | 12.0 | 12.0 | 34268.0 | 0.43 | 0.21935 | 0.1950 | 14932.0 | C | 4.0 | 15000 | 649.5 |
| 57784 | 0.06081 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 177.0 | True | 740.0 | 759.0 | 19.0 | 17.0 | 18661.0 | 0.48 | 0.13189 | 0.1039 | 59372.0 | A | 6.0 | 15000 | 749.5 |
| 58024 | 0.06499 | Current | 10833.333333 | $100,000+ | 15.0 | 36 | 0.0 | 11.0 | NaN | Employed | 110.0 | False | 660.0 | 679.0 | 19.0 | 17.0 | 22177.0 | 0.21 | 0.14206 | 0.1139 | 4266.0 | A | 6.0 | 13000 | 669.5 |
| 58097 | 0.06663 | Current | 7934.500000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 181.0 | True | 720.0 | 739.0 | 8.0 | 7.0 | 31605.0 | 0.22 | 0.13227 | 0.1099 | 19795.0 | A | 6.0 | 10000 | 729.5 |
| 58105 | 0.04261 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 57.0 | True | 780.0 | 799.0 | 12.0 | 12.0 | 23705.0 | 0.21 | 0.06726 | 0.0605 | 57945.0 | AA | 7.0 | 10000 | 789.5 |
| 58118 | 0.05047 | Current | 3986.666667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 4.0 | False | 760.0 | 779.0 | 13.0 | 12.0 | 14461.0 | 0.21 | 0.09000 | 0.0766 | 65755.0 | AA | 7.0 | 15000 | 769.5 |
| 58125 | 0.07077 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 2.0 | False | 700.0 | 719.0 | 12.0 | 10.0 | 32453.0 | 0.39 | 0.15425 | 0.1314 | 19885.0 | B | 5.0 | 15000 | 709.5 |
| 58268 | 0.06388 | Current | 4250.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 42.0 | False | 720.0 | 739.0 | 8.0 | 7.0 | 17427.0 | 0.29 | 0.13227 | 0.1099 | 23473.0 | A | 6.0 | 15000 | 729.5 |
| 58380 | 0.06526 | Current | 9794.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 30.0 | True | 700.0 | 719.0 | 17.0 | 13.0 | 194502.0 | 0.42 | 0.14853 | 0.1199 | 3221.0 | A | 6.0 | 15000 | 709.5 |
| 58441 | 0.05298 | Current | 4833.333333 | $50,000-74,999 | 0.0 | 36 | 99.0 | 11.0 | NaN | Employed | 28.0 | True | 720.0 | 739.0 | 7.0 | 7.0 | 3030.0 | 0.18 | 0.09534 | 0.0819 | 5029.0 | AA | 7.0 | 15000 | 729.5 |
| 58471 | 0.04261 | Current | 8083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 24.0 | True | 820.0 | 839.0 | 8.0 | 7.0 | 10612.0 | 0.19 | 0.06726 | 0.0605 | 30088.0 | AA | 7.0 | 16000 | 829.5 |
| 58492 | 0.06153 | Current | 14583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 83.0 | True | 700.0 | 719.0 | 10.0 | 10.0 | 84218.0 | 0.13 | 0.12691 | 0.0990 | 707.0 | A | 6.0 | 4000 | 709.5 |
| 58512 | 0.06706 | Current | 7750.000000 | $75,000-99,999 | 0.0 | 60 | 4009.0 | 11.0 | NaN | Employed | 39.0 | True | 700.0 | 719.0 | 7.0 | 4.0 | 1894.0 | 0.06 | 0.14147 | 0.1189 | 27606.0 | A | 6.0 | 8000 | 709.5 |
| 58529 | 0.06968 | Current | 6869.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 94.0 | False | 700.0 | 719.0 | 8.0 | 8.0 | 2871.0 | 0.17 | 0.13840 | 0.1159 | 87.0 | A | 6.0 | 8750 | 709.5 |
| 58545 | 0.06291 | Current | 29166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 167.0 | True | 700.0 | 719.0 | 11.0 | 11.0 | 78439.0 | 0.12 | 0.13734 | 0.1089 | 29611.0 | A | 6.0 | 25000 | 709.5 |
| 58695 | 0.05568 | Current | 11333.333333 | $100,000+ | 38.0 | 36 | 0.0 | 11.0 | NaN | Employed | 17.0 | False | 680.0 | 699.0 | 9.0 | 9.0 | 6114.0 | 0.14 | 0.12081 | 0.0930 | 8550.0 | A | 6.0 | 11500 | 689.5 |
| 58860 | 0.06291 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 80.0 | False | 680.0 | 699.0 | 13.0 | 13.0 | 39479.0 | 0.22 | 0.13734 | 0.1089 | 13182.0 | A | 6.0 | 5000 | 689.5 |
| 59034 | 0.04806 | Current | 8416.666667 | $100,000+ | 8.0 | 36 | 0.0 | 11.0 | NaN | Employed | 30.0 | True | 720.0 | 739.0 | 20.0 | 19.0 | 2549.0 | 0.29 | 0.09065 | 0.0769 | 21251.0 | AA | 7.0 | 15000 | 729.5 |
| 59061 | 0.05879 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 178.0 | False | 780.0 | 799.0 | 11.0 | 10.0 | 3710.0 | 0.48 | 0.12691 | 0.0990 | 41090.0 | A | 6.0 | 15000 | 789.5 |
| 59105 | 0.06910 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 292.0 | True | 760.0 | 779.0 | 12.0 | 12.0 | 14614.0 | 0.42 | 0.14658 | 0.1239 | 26074.0 | A | 6.0 | 13635 | 769.5 |
| 59224 | 0.04929 | Current | 5166.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 170.0 | True | 820.0 | 839.0 | 9.0 | 9.0 | 3315.0 | 0.21 | 0.09367 | 0.0809 | 35035.0 | AA | 7.0 | 20000 | 829.5 |
| 59226 | 0.04231 | Current | 16666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 332.0 | True | 760.0 | 779.0 | 35.0 | 34.0 | 35805.0 | NaN | 0.07620 | 0.0629 | 76737.0 | AA | 7.0 | 15000 | 769.5 |
| 59297 | 0.04806 | Current | 10474.583333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 59.0 | True | 800.0 | 819.0 | 11.0 | 11.0 | 39128.0 | 0.26 | 0.09030 | 0.0769 | 88872.0 | AA | 7.0 | 25000 | 809.5 |
| 59320 | 0.04929 | Current | 8541.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 8.0 | False | 720.0 | 739.0 | 17.0 | 17.0 | 1590.0 | 0.07 | 0.09469 | 0.0809 | 64643.0 | AA | 7.0 | 2000 | 729.5 |
| 59348 | 0.04529 | Current | 20833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 42.0 | False | 780.0 | 799.0 | 7.0 | 7.0 | 9930.0 | 0.11 | 0.07922 | 0.0659 | 73270.0 | AA | 7.0 | 20000 | 789.5 |
| 59410 | 0.06598 | Current | 10416.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 4.0 | True | 700.0 | 719.0 | 16.0 | 15.0 | 21183.0 | 0.24 | 0.14937 | 0.1264 | 17404.0 | B | 5.0 | 25000 | 709.5 |
| 59418 | 0.06462 | Current | 8583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 181.0 | True | 700.0 | 719.0 | 22.0 | 17.0 | 73094.0 | 0.39 | 0.13301 | 0.1050 | 4579.0 | A | 6.0 | 13500 | 709.5 |
| 59485 | 0.07400 | Current | 10500.000000 | $100,000+ | 69.0 | 60 | 0.0 | 11.0 | NaN | Employed | 310.0 | True | 640.0 | 659.0 | 8.0 | 7.0 | 1598.0 | 0.18 | 0.16662 | 0.1435 | 46.0 | B | 5.0 | 10000 | 649.5 |
| 59546 | 0.04260 | Current | 8375.500000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 180.0 | True | 800.0 | 819.0 | 14.0 | 14.0 | 13680.0 | 0.24 | 0.06726 | 0.0605 | 78720.0 | AA | 7.0 | 15000 | 809.5 |
| 59653 | 0.05298 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 94.0 | False | 720.0 | 739.0 | 10.0 | 10.0 | 49731.0 | 0.23 | 0.09534 | 0.0819 | 53332.0 | AA | 7.0 | 10000 | 729.5 |
| 59657 | 0.04261 | Current | 2500.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 42.0 | True | 780.0 | 799.0 | 10.0 | 9.0 | 939.0 | 0.24 | 0.06726 | 0.0605 | 13617.0 | AA | 7.0 | 4000 | 789.5 |
| 59705 | 0.04929 | Current | 9583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 43.0 | False | 740.0 | 759.0 | 14.0 | 14.0 | 47680.0 | 0.33 | 0.09434 | 0.0809 | 61179.0 | AA | 7.0 | 15000 | 749.5 |
| 59752 | 0.07487 | Current | 6416.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 126.0 | False | 680.0 | 699.0 | 15.0 | 15.0 | 18220.0 | 0.17 | 0.15271 | 0.1299 | 22576.0 | A | 6.0 | 20000 | 689.5 |
| 59948 | 0.05342 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 30.0 | False | 700.0 | 719.0 | 16.0 | 15.0 | 45450.0 | 0.20 | 0.11599 | 0.0879 | 38693.0 | A | 6.0 | 20000 | 709.5 |
| 60026 | 0.06291 | Current | 9583.333333 | $100,000+ | 49.0 | 36 | 0.0 | 11.0 | NaN | Employed | 353.0 | True | 680.0 | 699.0 | 9.0 | 9.0 | 2660.0 | 0.11 | 0.13734 | 0.1089 | 1740.0 | A | 6.0 | 10000 | 689.5 |
| 60284 | 0.07077 | Completed | 13750.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 127.0 | True | 700.0 | 719.0 | 17.0 | 17.0 | 26114.0 | 0.11 | 0.15425 | 0.1314 | 23060.0 | B | 5.0 | 25000 | 709.5 |
| 60327 | 0.04554 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 147.0 | False | 720.0 | 739.0 | 8.0 | 8.0 | 10290.0 | NaN | 0.08496 | 0.0716 | 43150.0 | AA | 7.0 | 15000 | 729.5 |
| 60352 | 0.04261 | Current | 7733.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 19.0 | False | 820.0 | 839.0 | 9.0 | 9.0 | 3902.0 | NaN | 0.06726 | 0.0605 | 10510.0 | AA | 7.0 | 15000 | 829.5 |
| 60371 | 0.07487 | Current | 10000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 123.0 | True | 780.0 | 799.0 | 17.0 | 16.0 | 1101.0 | 0.20 | 0.15271 | 0.1299 | 29800.0 | A | 6.0 | 35000 | 789.5 |
| 60374 | 0.06388 | Current | 24583.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 11.0 | True | 800.0 | 819.0 | 9.0 | 6.0 | 3350.0 | 0.04 | 0.13250 | 0.1099 | 30150.0 | A | 6.0 | 27000 | 809.5 |
| 60465 | 0.04261 | Current | 4750.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 230.0 | True | 760.0 | 779.0 | 10.0 | 9.0 | 12786.0 | 0.10 | 0.06726 | 0.0605 | 58214.0 | AA | 7.0 | 12000 | 769.5 |
| 60572 | 0.04260 | Current | 3750.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 299.0 | False | 800.0 | 819.0 | 12.0 | 12.0 | 3729.0 | 0.16 | 0.06726 | 0.0605 | 31064.0 | AA | 7.0 | 4000 | 809.5 |
| 60573 | 0.06388 | Current | 8750.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 7.0 | True | 720.0 | 739.0 | 8.0 | 8.0 | 2460.0 | 0.05 | 0.13227 | 0.1099 | 17952.0 | A | 6.0 | 16000 | 729.5 |
| 60604 | 0.05298 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 35.0 | False | 720.0 | 739.0 | 9.0 | 8.0 | 9325.0 | 0.25 | 0.09534 | 0.0819 | 34375.0 | AA | 7.0 | 10000 | 729.5 |
| 60629 | 0.04260 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 18.0 | True | 760.0 | 779.0 | 24.0 | 22.0 | 30048.0 | 0.26 | 0.06726 | 0.0605 | 67355.0 | AA | 7.0 | 17000 | 769.5 |
| 60732 | 0.04260 | Current | 2893.666667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 53.0 | True | 780.0 | 799.0 | 4.0 | 4.0 | 281.0 | 0.13 | 0.06726 | 0.0605 | 8319.0 | AA | 7.0 | 2500 | 789.5 |
| 60771 | 0.05298 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 15.0 | False | 740.0 | 759.0 | 7.0 | 6.0 | 3169.0 | 0.12 | 0.09534 | 0.0819 | 34031.0 | AA | 7.0 | 2800 | 749.5 |
| 60882 | 0.07890 | Current | 10833.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 279.0 | True | 720.0 | 739.0 | 8.0 | 8.0 | 56110.0 | 0.22 | 0.16294 | 0.1399 | 31190.0 | B | 5.0 | 25000 | 729.5 |
| 60883 | 0.04260 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 31.0 | False | 780.0 | 799.0 | 6.0 | 5.0 | 12610.0 | 0.09 | 0.06726 | 0.0605 | 54390.0 | AA | 7.0 | 10000 | 789.5 |
| 60968 | 0.04806 | Current | 6000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 166.0 | True | 720.0 | 739.0 | 11.0 | 11.0 | 5215.0 | 0.23 | 0.09065 | 0.0769 | 7535.0 | AA | 7.0 | 17000 | 729.5 |
| 61314 | 0.04260 | Current | 22083.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 53.0 | True | 820.0 | 839.0 | 15.0 | 14.0 | 4578.0 | 0.10 | 0.06726 | 0.0605 | 20880.0 | AA | 7.0 | 2898 | 829.5 |
| 61351 | 0.04260 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 78.0 | False | 800.0 | 819.0 | 11.0 | 11.0 | 1426.0 | 0.13 | 0.06726 | 0.0605 | 29598.0 | AA | 7.0 | 3500 | 809.5 |
| 61549 | 0.04260 | Current | 4058.750000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 155.0 | True | 820.0 | 839.0 | 9.0 | 8.0 | 1253.0 | 0.03 | 0.06726 | 0.0605 | 46747.0 | AA | 7.0 | 2000 | 829.5 |
| 61641 | 0.06663 | Current | 11416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 16.0 | False | 680.0 | 699.0 | 7.0 | 5.0 | 1742.0 | 0.09 | 0.13799 | 0.1099 | 1308.0 | A | 6.0 | 10700 | 689.5 |
| 61657 | 0.07284 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 62.0 | True | 700.0 | 719.0 | 14.0 | 12.0 | 14302.0 | 0.12 | 0.14760 | 0.1249 | 3573.0 | A | 6.0 | 20000 | 709.5 |
| 61790 | 0.07192 | Current | 20833.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 0.0 | True | 700.0 | 719.0 | 25.0 | 24.0 | 118691.0 | 0.16 | 0.15844 | 0.1355 | 64653.0 | B | 5.0 | 25000 | 709.5 |
| 61824 | 0.06663 | Current | 22916.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 83.0 | True | 660.0 | 679.0 | 15.0 | 14.0 | 9467.0 | 0.16 | 0.13799 | 0.1099 | 4508.0 | A | 6.0 | 18000 | 669.5 |
| 61825 | 0.04806 | Current | 7916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 320.0 | True | 720.0 | 739.0 | 17.0 | 17.0 | 19045.0 | 0.22 | 0.09030 | 0.0769 | 27019.0 | AA | 7.0 | 9000 | 729.5 |
| 61917 | 0.07689 | Completed | 8833.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 107.0 | True | 760.0 | 779.0 | 9.0 | 9.0 | 30072.0 | 0.15 | 0.15783 | 0.1349 | 75164.0 | B | 5.0 | 30000 | 769.5 |
| 62030 | 0.05470 | Current | 11666.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 5.0 | True | 740.0 | 759.0 | 11.0 | 11.0 | 30039.0 | 0.12 | 0.11421 | 0.0920 | 9314.0 | A | 6.0 | 10500 | 749.5 |
| 62162 | 0.07078 | Current | 20000.000000 | $100,000+ | 0.0 | 36 | 2404.0 | 11.0 | NaN | Employed | 47.0 | True | 660.0 | 679.0 | 20.0 | 19.0 | 88070.0 | 0.19 | 0.14816 | 0.1199 | 24160.0 | A | 6.0 | 15750 | 669.5 |
| 62316 | 0.04261 | Current | 24166.666667 | $100,000+ | 5.0 | 36 | 0.0 | 11.0 | NaN | Employed | 35.0 | True | 720.0 | 739.0 | 19.0 | 17.0 | 40147.0 | 0.10 | 0.07922 | 0.0659 | 89153.0 | AA | 7.0 | 20000 | 729.5 |
| 62353 | 0.06153 | Current | 8492.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 110.0 | True | 680.0 | 699.0 | 13.0 | 13.0 | 9138.0 | 0.15 | 0.12691 | 0.0990 | 10178.0 | A | 6.0 | 8100 | 689.5 |
| 62384 | 0.04806 | Current | 11000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 324.0 | False | 720.0 | 739.0 | 14.0 | 14.0 | 39060.0 | 0.27 | 0.09030 | 0.0769 | 66641.0 | AA | 7.0 | 20000 | 729.5 |
| 62398 | 0.04529 | Current | 6333.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 35.0 | False | 740.0 | 759.0 | 16.0 | 14.0 | 8896.0 | 0.17 | 0.07922 | 0.0659 | 37368.0 | AA | 7.0 | 4500 | 749.5 |
| 62484 | 0.07295 | Current | 6333.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Full-time | 224.0 | True | 660.0 | 679.0 | 22.0 | 19.0 | 23586.0 | 0.32 | 0.18068 | 0.1570 | 2428.0 | C | 4.0 | 15000 | 669.5 |
| 62487 | 0.06081 | Current | 4333.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 36.0 | False | 660.0 | 679.0 | 6.0 | 6.0 | 9995.0 | 0.32 | 0.13189 | 0.1039 | 276.0 | A | 6.0 | 2000 | 669.5 |
| 62622 | 0.07766 | Current | 2333.333333 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 16.0 | False | 660.0 | 679.0 | 12.0 | 12.0 | 4545.0 | 0.32 | 0.18555 | 0.1620 | 3611.0 | C | 4.0 | 4000 | 669.5 |
| 62731 | 0.05879 | Current | 2833.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 37.0 | False | 760.0 | 779.0 | 14.0 | 14.0 | 12619.0 | 0.47 | 0.12691 | 0.0990 | 37381.0 | A | 6.0 | 6000 | 769.5 |
| 62760 | 0.05293 | Current | 9445.500000 | $100,000+ | 2.0 | 36 | 0.0 | 11.0 | NaN | Employed | 195.0 | True | 680.0 | 699.0 | 9.0 | 8.0 | 7632.0 | 0.11 | 0.11548 | 0.0874 | 27740.0 | A | 6.0 | 8500 | 689.5 |
| 62832 | 0.05879 | Current | 12500.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 203.0 | True | 760.0 | 779.0 | 13.0 | 12.0 | 115988.0 | 0.14 | 0.12113 | 0.0990 | 54807.0 | A | 6.0 | 20000 | 769.5 |
| 62922 | 0.04929 | Current | 3033.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 172.0 | False | 720.0 | 739.0 | 18.0 | 17.0 | 14962.0 | 0.29 | 0.09434 | 0.0809 | 33055.0 | AA | 7.0 | 7000 | 729.5 |
| 62983 | 0.06026 | Current | 20833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 16.0 | True | 820.0 | 839.0 | 9.0 | 8.0 | 1545.0 | 0.09 | 0.12274 | 0.0949 | 58455.0 | A | 6.0 | 35000 | 829.5 |
| 63007 | 0.04260 | Current | 5666.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 86.0 | False | 820.0 | 839.0 | 5.0 | 5.0 | 1278.0 | 0.15 | 0.06726 | 0.0605 | 31542.0 | AA | 7.0 | 11500 | 829.5 |
| 63192 | 0.04929 | Current | 5583.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 21.0 | False | 760.0 | 779.0 | 6.0 | 6.0 | 12339.0 | 0.23 | 0.09367 | 0.0809 | 31961.0 | AA | 7.0 | 16500 | 769.5 |
| 63304 | 0.04231 | Current | 11666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 21.0 | True | 740.0 | 759.0 | 6.0 | 6.0 | 7778.0 | 0.10 | 0.07620 | 0.0629 | 28922.0 | AA | 7.0 | 20000 | 749.5 |
| 63465 | 0.04261 | Current | 5616.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 70.0 | False | 780.0 | 799.0 | 10.0 | 6.0 | 1891.0 | 0.19 | 0.06726 | 0.0605 | 41230.0 | AA | 7.0 | 20000 | 789.5 |
| 63499 | 0.04929 | Current | 5666.666667 | $50,000-74,999 | 1.0 | 36 | 0.0 | 11.0 | NaN | Employed | 112.0 | False | 740.0 | 759.0 | 14.0 | 12.0 | 4968.0 | 0.34 | 0.09469 | 0.0809 | 25105.0 | AA | 7.0 | 13000 | 749.5 |
| 63573 | 0.05516 | Current | 10833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 2.0 | True | 740.0 | 759.0 | 19.0 | 19.0 | 58403.0 | 0.16 | 0.10038 | 0.0869 | 69328.0 | AA | 7.0 | 9000 | 749.5 |
| 63679 | 0.06153 | Current | 10000.000000 | $100,000+ | 11.0 | 36 | 0.0 | 11.0 | NaN | Employed | 146.0 | True | 680.0 | 699.0 | 13.0 | 13.0 | 22101.0 | 0.20 | 0.12691 | 0.0990 | 5063.0 | A | 6.0 | 19000 | 689.5 |
| 64067 | 0.04529 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 25.0 | 11.0 | NaN | Employed | 27.0 | False | 740.0 | 759.0 | 4.0 | 3.0 | 6507.0 | 0.20 | 0.07922 | 0.0659 | 16493.0 | AA | 7.0 | 10000 | 749.5 |
| 64221 | 0.06081 | Current | 4166.666667 | $50,000-74,999 | 4.0 | 36 | 1780.0 | 11.0 | NaN | Employed | 195.0 | True | 660.0 | 679.0 | 6.0 | 5.0 | 3977.0 | 0.10 | 0.13189 | 0.1039 | 1023.0 | A | 6.0 | 3000 | 669.5 |
| 64310 | 0.06081 | Current | 11678.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 209.0 | True | 820.0 | 839.0 | 9.0 | 9.0 | 161792.0 | 0.31 | 0.12614 | 0.1039 | 37018.0 | A | 6.0 | 15000 | 829.5 |
| 64320 | 0.04260 | Current | 4333.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 86.0 | True | 800.0 | 819.0 | 20.0 | 19.0 | 10704.0 | 0.25 | 0.06726 | 0.0605 | 98402.0 | AA | 7.0 | 9000 | 809.5 |
| 64321 | 0.07077 | Current | 8583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 401.0 | True | 660.0 | 679.0 | 6.0 | 5.0 | 15863.0 | 0.17 | 0.16732 | 0.1314 | 5608.0 | B | 5.0 | 25000 | 669.5 |
| 64517 | 0.08154 | Current | 6166.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 196.0 | True | 720.0 | 739.0 | 13.0 | 13.0 | 4449.0 | 0.48 | 0.17174 | 0.1485 | 11301.0 | B | 5.0 | 15000 | 729.5 |
| 64658 | 0.06663 | Current | 4750.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 201.0 | True | 760.0 | 779.0 | 10.0 | 9.0 | 13353.0 | 0.23 | 0.13227 | 0.1099 | 36247.0 | A | 6.0 | 5000 | 769.5 |
| 64702 | 0.06153 | Current | 7143.250000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 28.0 | True | 800.0 | 819.0 | 7.0 | 6.0 | 283.0 | 0.16 | 0.12113 | 0.0990 | 417.0 | A | 6.0 | 25000 | 809.5 |
| 64735 | 0.04231 | Current | 2166.666667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 215.0 | True | 740.0 | 759.0 | 12.0 | 10.0 | 7422.0 | 0.12 | 0.07620 | 0.0629 | 15069.0 | AA | 7.0 | 3000 | 749.5 |
| 64777 | 0.04261 | Current | 5358.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 182.0 | False | 760.0 | 779.0 | 13.0 | 11.0 | 20469.0 | 0.27 | 0.07922 | 0.0659 | 69031.0 | AA | 7.0 | 11000 | 769.5 |
| 64804 | 0.06306 | Current | 12833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 3.0 | True | 660.0 | 679.0 | 19.0 | 16.0 | 51030.0 | 0.17 | 0.14039 | 0.1119 | 3920.0 | A | 6.0 | 11000 | 669.5 |
| 64880 | 0.06499 | Current | 8083.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 101.0 | True | 700.0 | 719.0 | 10.0 | 9.0 | 10192.0 | 0.10 | 0.13659 | 0.1139 | 22308.0 | A | 6.0 | 11500 | 709.5 |
| 65098 | 0.05047 | Current | 4916.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 122.0 | True | 720.0 | 739.0 | 12.0 | 8.0 | 3026.0 | 0.24 | 0.09000 | 0.0766 | 1156.0 | AA | 7.0 | 7000 | 729.5 |
| 65308 | 0.04929 | Current | 7333.333333 | $75,000-99,999 | 4.0 | 36 | 0.0 | 11.0 | NaN | Employed | 43.0 | False | 700.0 | 719.0 | 8.0 | 8.0 | 16445.0 | 0.21 | 0.09434 | 0.0809 | 17980.0 | AA | 7.0 | 15000 | 709.5 |
| 65343 | 0.06706 | Current | 10416.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 212.0 | True | 700.0 | 719.0 | 10.0 | 10.0 | 9100.0 | 0.08 | 0.14147 | 0.1189 | 6430.0 | A | 6.0 | 10000 | 709.5 |
| 65392 | 0.04554 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 121.0 | True | 720.0 | 739.0 | 8.0 | 8.0 | 13169.0 | 0.15 | 0.08496 | 0.0716 | 51431.0 | AA | 7.0 | 15000 | 729.5 |
| 65589 | 0.04231 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 269.0 | True | 760.0 | 779.0 | 23.0 | 23.0 | 50901.0 | 0.28 | 0.07654 | 0.0629 | 131749.0 | AA | 7.0 | 19000 | 769.5 |
| 65692 | 0.05879 | Current | 18750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 119.0 | True | 740.0 | 759.0 | 12.0 | 10.0 | 79991.0 | 0.20 | 0.12691 | 0.0990 | 63180.0 | A | 6.0 | 35000 | 749.5 |
| 65824 | 0.04529 | Current | 7916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 137.0 | True | 760.0 | 779.0 | 14.0 | 14.0 | 14283.0 | 0.20 | 0.07922 | 0.0659 | 10017.0 | AA | 7.0 | 15000 | 769.5 |
| 65876 | 0.04806 | Current | 8916.666667 | $100,000+ | 4.0 | 36 | 0.0 | 11.0 | NaN | Employed | 18.0 | False | 680.0 | 699.0 | 16.0 | 16.0 | 24171.0 | 0.23 | 0.09065 | 0.0769 | 17642.0 | AA | 7.0 | 18700 | 689.5 |
| 65896 | 0.06715 | Current | 12500.000000 | $100,000+ | 6.0 | 60 | 0.0 | 11.0 | NaN | Employed | 36.0 | False | 680.0 | 699.0 | 10.0 | 8.0 | 3217.0 | 0.15 | 0.15357 | 0.1305 | 38883.0 | B | 5.0 | 20000 | 689.5 |
| 65942 | 0.06910 | Current | 10000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 76.0 | True | 760.0 | 779.0 | 22.0 | 20.0 | 59260.0 | 0.31 | 0.14658 | 0.1239 | 93850.0 | A | 6.0 | 14501 | 769.5 |
| 66147 | 0.04260 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 41.0 | False | 760.0 | 779.0 | 9.0 | 8.0 | 6825.0 | 0.17 | 0.06726 | 0.0605 | 45675.0 | AA | 7.0 | 13000 | 769.5 |
| 66172 | 0.08473 | Current | 1833.333333 | $1-24,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 15.0 | False | 680.0 | 699.0 | 11.0 | 11.0 | 15323.0 | 0.50 | 0.20626 | 0.1695 | 3777.0 | C | 4.0 | 4000 | 689.5 |
| 66185 | 0.06663 | Current | 10000.000000 | $100,000+ | 3.0 | 36 | 0.0 | 11.0 | NaN | Employed | 10.0 | True | 660.0 | 679.0 | 11.0 | 10.0 | 27853.0 | 0.18 | 0.13799 | 0.1099 | 368.0 | A | 6.0 | 9000 | 669.5 |
| 66187 | 0.04806 | Current | 16666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 91.0 | False | 720.0 | 739.0 | 12.0 | 11.0 | 39726.0 | 0.16 | 0.09065 | 0.0769 | 30874.0 | AA | 7.0 | 20000 | 729.5 |
| 66257 | 0.04806 | Current | 11250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 117.0 | True | 720.0 | 739.0 | 20.0 | 20.0 | 389606.0 | NaN | 0.09065 | 0.0769 | 37134.0 | AA | 7.0 | 13000 | 729.5 |
| 66271 | 0.04231 | Current | 8166.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 66.0 | False | 780.0 | 799.0 | 7.0 | 7.0 | 3756.0 | 0.15 | 0.07654 | 0.0629 | 34444.0 | AA | 7.0 | 13000 | 789.5 |
| 66417 | 0.04260 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 36.0 | True | 780.0 | 799.0 | 22.0 | 21.0 | 22377.0 | 0.23 | 0.06726 | 0.0605 | 76846.0 | AA | 7.0 | 10500 | 789.5 |
| 66419 | 0.04260 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 153.0 | True | 780.0 | 799.0 | 5.0 | 4.0 | 3646.0 | 0.03 | 0.06726 | 0.0605 | 22204.0 | AA | 7.0 | 3700 | 789.5 |
| 66486 | 0.04529 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 4.0 | False | 740.0 | 759.0 | 10.0 | 9.0 | 7883.0 | 0.18 | 0.07922 | 0.0659 | 48367.0 | AA | 7.0 | 9000 | 749.5 |
| 66522 | 0.07077 | Current | 8416.666667 | $100,000+ | 18.0 | 60 | 0.0 | 11.0 | NaN | Employed | 111.0 | True | 680.0 | 699.0 | 7.0 | 5.0 | 5085.0 | 0.13 | 0.15425 | 0.1314 | 615.0 | B | 5.0 | 19000 | 689.5 |
| 66725 | 0.07487 | Current | 12500.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 129.0 | True | 740.0 | 759.0 | 11.0 | 11.0 | 25511.0 | 0.12 | 0.15271 | 0.1299 | 33106.0 | A | 6.0 | 23000 | 749.5 |
| 66776 | 0.08004 | Current | 11250.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 92.0 | True | 720.0 | 739.0 | 9.0 | 9.0 | 17665.0 | 0.14 | 0.16713 | 0.1440 | 6365.0 | B | 5.0 | 32000 | 729.5 |
| 66887 | 0.07487 | Current | 4179.166667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 74.0 | False | 700.0 | 719.0 | 22.0 | 22.0 | 10014.0 | 0.26 | 0.15271 | 0.1299 | 2175.0 | A | 6.0 | 15000 | 709.5 |
| 66892 | 0.07824 | Current | 2100.000000 | $25,000-49,999 | 0.0 | 36 | 2530.0 | 11.0 | NaN | Other | 22.0 | False | 660.0 | 679.0 | 6.0 | 6.0 | 1508.0 | 0.43 | 0.20524 | 0.1685 | 0.0 | C | 4.0 | 4000 | 669.5 |
| 66913 | 0.04261 | Current | 10416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 216.0 | True | 720.0 | 739.0 | 13.0 | 12.0 | 39322.0 | 0.20 | 0.07922 | 0.0659 | 26778.0 | AA | 7.0 | 20000 | 729.5 |
| 66914 | 0.06153 | Current | 9416.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 99.0 | True | 740.0 | 759.0 | 16.0 | 14.0 | 24033.0 | 0.26 | 0.12113 | 0.0990 | 32527.0 | A | 6.0 | 20000 | 749.5 |
| 66964 | 0.04529 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 43.0 | True | 780.0 | 799.0 | 13.0 | 12.0 | 9291.0 | 0.11 | 0.07922 | 0.0659 | 30509.0 | AA | 7.0 | 5000 | 789.5 |
| 66992 | 0.04231 | Current | 9583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 20.0 | False | 780.0 | 799.0 | 8.0 | 7.0 | 5.0 | 0.07 | 0.07654 | 0.0629 | 51695.0 | AA | 7.0 | 18000 | 789.5 |
| 67038 | 0.06153 | Current | 2968.583333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 23.0 | True | 720.0 | 739.0 | 20.0 | 18.0 | 18027.0 | 0.38 | 0.12691 | 0.0990 | 45002.0 | A | 6.0 | 8500 | 729.5 |
| 67064 | 0.07192 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 88.0 | False | 680.0 | 699.0 | 7.0 | 7.0 | 11183.0 | 0.11 | 0.15844 | 0.1355 | 5104.0 | B | 5.0 | 5000 | 689.5 |
| 67074 | 0.05782 | Current | 10416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 122.0 | True | 740.0 | 759.0 | 15.0 | 14.0 | 125215.0 | 0.29 | 0.12626 | 0.0980 | 73685.0 | A | 6.0 | 35000 | 749.5 |
| 67081 | 0.04929 | Current | 5083.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 133.0 | False | 800.0 | 819.0 | 8.0 | 8.0 | 824.0 | 0.12 | 0.09390 | 0.0809 | 40554.0 | AA | 7.0 | 10000 | 809.5 |
| 67101 | 0.04261 | Current | 10416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 113.0 | True | 780.0 | 799.0 | 9.0 | 9.0 | 2289.0 | 0.14 | 0.06726 | 0.0605 | 31311.0 | AA | 7.0 | 18000 | 789.5 |
| 67139 | 0.04261 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 24.0 | True | 760.0 | 779.0 | 10.0 | 10.0 | 9452.0 | 0.18 | 0.07922 | 0.0659 | 39058.0 | AA | 7.0 | 9500 | 769.5 |
| 67284 | 0.04261 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 347.0 | True | 720.0 | 739.0 | 10.0 | 10.0 | 41466.0 | 0.22 | 0.07922 | 0.0659 | 54232.0 | AA | 7.0 | 10000 | 729.5 |
| 67343 | 0.05047 | Current | 6000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 100.0 | True | 720.0 | 739.0 | 13.0 | 11.0 | 11318.0 | 0.26 | 0.09000 | 0.0766 | 33982.0 | AA | 7.0 | 15000 | 729.5 |
| 67583 | 0.04260 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 220.0 | True | 820.0 | 839.0 | 13.0 | 10.0 | 9442.0 | 0.12 | 0.06726 | 0.0605 | 43969.0 | AA | 7.0 | 19000 | 829.5 |
| 67707 | 0.05342 | Current | 7750.000000 | $75,000-99,999 | 2.0 | 36 | 0.0 | 11.0 | NaN | Employed | 104.0 | True | 700.0 | 719.0 | 7.0 | 7.0 | 18111.0 | 0.07 | 0.11563 | 0.0879 | 38842.0 | A | 6.0 | 3800 | 709.5 |
| 67708 | 0.07078 | Current | 12108.083333 | $100,000+ | 1.0 | 36 | 20.0 | 11.0 | NaN | Employed | 48.0 | False | 680.0 | 699.0 | 10.0 | 10.0 | 3302.0 | 0.14 | 0.14816 | 0.1199 | 8236.0 | A | 6.0 | 25000 | 689.5 |
| 67747 | 0.06388 | Current | 3300.000000 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Other | 128.0 | True | 720.0 | 739.0 | 10.0 | 9.0 | 2726.0 | 0.21 | 0.13227 | 0.1099 | 2874.0 | A | 6.0 | 10000 | 729.5 |
| 67941 | 0.06970 | Current | 8983.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 332.0 | True | 720.0 | 739.0 | 11.0 | 11.0 | 31160.0 | 0.22 | 0.15040 | 0.1274 | 15540.0 | B | 5.0 | 35000 | 729.5 |
| 68068 | 0.04260 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 16.0 | True | 780.0 | 799.0 | 8.0 | 7.0 | 14683.0 | 0.26 | 0.06726 | 0.0605 | 14117.0 | AA | 7.0 | 20000 | 789.5 |
| 68073 | 0.05047 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 188.0 | True | 720.0 | 739.0 | 18.0 | 18.0 | 10868.0 | 0.20 | 0.09000 | 0.0766 | 10190.0 | AA | 7.0 | 8000 | 729.5 |
| 68174 | 0.04231 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 229.0 | False | 740.0 | 759.0 | 11.0 | 11.0 | 14743.0 | 0.28 | 0.07620 | 0.0629 | 37857.0 | AA | 7.0 | 13000 | 749.5 |
| 68211 | 0.05879 | Current | 10416.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 333.0 | True | 740.0 | 759.0 | 19.0 | 18.0 | 38413.0 | 0.19 | 0.12113 | 0.0990 | 39274.0 | A | 6.0 | 15000 | 749.5 |
| 68286 | 0.04260 | Current | 5500.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 368.0 | True | 820.0 | 839.0 | 16.0 | 11.0 | 12.0 | 0.22 | 0.06726 | 0.0605 | 24488.0 | AA | 7.0 | 5000 | 829.5 |
| 68300 | 0.07192 | Current | 11250.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 37.0 | False | 720.0 | 739.0 | 22.0 | 21.0 | 29310.0 | 0.28 | 0.15844 | 0.1355 | 61590.0 | B | 5.0 | 30000 | 729.5 |
| 68308 | 0.05516 | Current | 7000.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 109.0 | True | 720.0 | 739.0 | 10.0 | 9.0 | 11408.0 | 0.14 | 0.10038 | 0.0869 | 14476.0 | AA | 7.0 | 11669 | 729.5 |
| 68329 | 0.05516 | Current | 8500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 99.0 | True | 740.0 | 759.0 | 14.0 | 14.0 | 157956.0 | 0.29 | 0.10038 | 0.0869 | 29298.0 | AA | 7.0 | 12000 | 749.5 |
| 68367 | 0.06388 | Current | 8244.416667 | $75,000-99,999 | 9.0 | 60 | 0.0 | 11.0 | NaN | Employed | 41.0 | False | 700.0 | 719.0 | 7.0 | 6.0 | 2681.0 | 0.13 | 0.13227 | 0.1099 | 3349.0 | A | 6.0 | 12000 | 709.5 |
| 68405 | 0.04231 | Current | 20833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 33.0 | True | 740.0 | 759.0 | 16.0 | 16.0 | 30455.0 | 0.17 | 0.07620 | 0.0629 | 158745.0 | AA | 7.0 | 19500 | 749.5 |
| 68431 | 0.08724 | Current | 7916.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 29.0 | True | 660.0 | 679.0 | 10.0 | 10.0 | 21104.0 | 0.19 | 0.20808 | 0.1840 | 3720.0 | C | 4.0 | 25000 | 669.5 |
| 68498 | 0.06663 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Self-employed | 54.0 | False | 720.0 | 739.0 | 10.0 | 10.0 | 9737.0 | NaN | 0.13227 | 0.1099 | 115761.0 | A | 6.0 | 15000 | 729.5 |
| 68519 | 0.08004 | Current | 8081.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 39.0 | True | 700.0 | 719.0 | 13.0 | 12.0 | 43642.0 | 0.18 | 0.16713 | 0.1440 | 33019.0 | B | 5.0 | 25000 | 709.5 |
| 68632 | 0.05047 | Current | 3421.166667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 42.0 | True | 720.0 | 739.0 | 9.0 | 8.0 | 5505.0 | 0.16 | 0.09000 | 0.0766 | 3895.0 | AA | 7.0 | 2400 | 729.5 |
| 68929 | 0.04261 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 56.0 | True | 800.0 | 819.0 | 8.0 | 4.0 | 0.0 | 0.07 | 0.06726 | 0.0605 | 22001.0 | AA | 7.0 | 3500 | 809.5 |
| 68985 | 0.06663 | Current | 10833.333333 | $100,000+ | 22.0 | 36 | 0.0 | 11.0 | NaN | Employed | 102.0 | False | 660.0 | 679.0 | 13.0 | 12.0 | 9438.0 | 0.22 | 0.13799 | 0.1099 | 6136.0 | A | 6.0 | 18000 | 669.5 |
| 68989 | 0.04806 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 21.0 | True | 720.0 | 739.0 | 11.0 | 11.0 | 32582.0 | 0.23 | 0.09065 | 0.0769 | 47218.0 | AA | 7.0 | 20000 | 729.5 |
| 69227 | 0.05516 | Current | 3750.000000 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 30.0 | False | 760.0 | 779.0 | 7.0 | 6.0 | 16848.0 | 0.29 | 0.09975 | 0.0869 | 7852.0 | AA | 7.0 | 10000 | 769.5 |
| 69271 | 0.04261 | Current | 2333.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 225.0 | True | 800.0 | 819.0 | 9.0 | 7.0 | 3185.0 | 0.27 | 0.06726 | 0.0605 | 5062.0 | AA | 7.0 | 4000 | 809.5 |
| 69330 | 0.04806 | Current | 8000.000000 | $75,000-99,999 | 3.0 | 36 | 0.0 | 11.0 | NaN | Employed | 141.0 | True | 720.0 | 739.0 | 13.0 | 10.0 | 55613.0 | 0.18 | 0.09030 | 0.0769 | 51987.0 | AA | 7.0 | 20000 | 729.5 |
| 69394 | 0.08627 | Current | 18333.333333 | $100,000+ | 1.0 | 60 | 0.0 | 11.0 | NaN | Employed | 219.0 | True | 640.0 | 659.0 | 27.0 | 23.0 | 45160.0 | 0.18 | 0.20398 | 0.1800 | 5091.0 | C | 4.0 | 18500 | 649.5 |
| 69459 | 0.06663 | Current | 8833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 100.0 | True | 680.0 | 699.0 | 10.0 | 10.0 | 67700.0 | 0.31 | 0.13799 | 0.1099 | 80100.0 | A | 6.0 | 20000 | 689.5 |
| 69483 | 0.06499 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 86.0 | False | 660.0 | 679.0 | 5.0 | 5.0 | 11412.0 | 0.06 | 0.14243 | 0.1139 | 7188.0 | A | 6.0 | 10000 | 669.5 |
| 69502 | 0.06291 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 6.0 | True | 720.0 | 739.0 | 13.0 | 12.0 | 22641.0 | 0.26 | 0.13148 | 0.1089 | 37760.0 | A | 6.0 | 20000 | 729.5 |
| 69541 | 0.06968 | Completed | 10416.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 171.0 | True | 720.0 | 739.0 | 10.0 | 9.0 | 17105.0 | 0.14 | 0.13840 | 0.1159 | 1135.0 | A | 6.0 | 20000 | 729.5 |
| 69595 | 0.06499 | Current | 3083.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Full-time | 102.0 | False | 660.0 | 679.0 | 9.0 | 8.0 | 8145.0 | 0.28 | 0.14243 | 0.1139 | 40015.0 | A | 6.0 | 10000 | 669.5 |
| 69645 | 0.08209 | Current | 4750.000000 | $50,000-74,999 | 4.0 | 60 | 0.0 | 11.0 | NaN | Employed | 125.0 | False | 700.0 | 719.0 | 19.0 | 19.0 | 3538.0 | 0.44 | 0.17532 | 0.1520 | 4062.0 | B | 5.0 | 15000 | 709.5 |
| 69664 | 0.07400 | Current | 9583.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 52.0 | True | 720.0 | 739.0 | 19.0 | 18.0 | 41586.0 | 0.38 | 0.16686 | 0.1435 | 47214.0 | B | 5.0 | 15000 | 729.5 |
| 69858 | 0.04260 | Current | 5083.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 215.0 | True | 780.0 | 799.0 | 14.0 | 13.0 | 14369.0 | 0.19 | 0.06726 | 0.0605 | 60831.0 | AA | 7.0 | 16000 | 789.5 |
| 69867 | 0.06417 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 316.0 | True | 700.0 | 719.0 | 8.0 | 7.0 | 5991.0 | 0.15 | 0.13864 | 0.1159 | 19659.0 | A | 6.0 | 20000 | 709.5 |
| 69891 | 0.06663 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 373.0 | 11.0 | NaN | Employed | 22.0 | True | 680.0 | 699.0 | 14.0 | 11.0 | 2972.0 | 0.14 | 0.13799 | 0.1099 | 1339.0 | A | 6.0 | 8500 | 689.5 |
| 69930 | 0.05879 | Current | 12916.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 17.0 | False | 740.0 | 759.0 | 9.0 | 8.0 | 4080.0 | 0.17 | 0.12691 | 0.0990 | 6020.0 | A | 6.0 | 35000 | 749.5 |
| 70107 | 0.06706 | Current | 5666.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 35.0 | False | 640.0 | 659.0 | 9.0 | 8.0 | 4086.0 | 0.24 | 0.14714 | 0.1189 | 2701.0 | A | 6.0 | 20000 | 649.5 |
| 70204 | 0.04529 | Current | 4000.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 83.0 | True | 740.0 | 759.0 | 15.0 | 15.0 | 12979.0 | 0.25 | 0.07922 | 0.0659 | 65321.0 | AA | 7.0 | 10000 | 749.5 |
| 70208 | 0.04231 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 95.0 | True | 740.0 | 759.0 | 12.0 | 8.0 | 14499.0 | 0.26 | 0.07620 | 0.0629 | 16001.0 | AA | 7.0 | 20000 | 749.5 |
| 70258 | 0.08215 | Current | 11666.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 105.0 | True | 680.0 | 699.0 | 16.0 | 15.0 | 19066.0 | 0.27 | 0.17839 | 0.1550 | 5284.0 | B | 5.0 | 25000 | 689.5 |
| 70279 | 0.07689 | Current | 9333.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 66.0 | True | 720.0 | 739.0 | 12.0 | 10.0 | 24515.0 | 0.20 | 0.15783 | 0.1349 | 5655.0 | B | 5.0 | 24300 | 729.5 |
| 70375 | 0.04929 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 114.0 | True | 760.0 | 779.0 | 11.0 | 11.0 | 1529.0 | 0.15 | 0.09390 | 0.0809 | 2789.0 | AA | 7.0 | 9000 | 769.5 |
| 70449 | 0.06663 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 48.0 | False | 660.0 | 679.0 | 8.0 | 7.0 | 9604.0 | 0.22 | 0.13799 | 0.1099 | 13396.0 | A | 6.0 | 15000 | 669.5 |
| 70509 | 0.05568 | Current | 5916.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 36.0 | False | 740.0 | 759.0 | 14.0 | 14.0 | 30737.0 | 0.27 | 0.11501 | 0.0930 | 45202.0 | A | 6.0 | 8000 | 749.5 |
| 70627 | 0.04260 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 206.0 | False | 760.0 | 779.0 | 10.0 | 9.0 | 8137.0 | 0.09 | 0.06726 | 0.0605 | 25213.0 | AA | 7.0 | 6100 | 769.5 |
| 70657 | 0.07689 | Current | 7000.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 87.0 | False | 700.0 | 719.0 | 13.0 | 13.0 | 7578.0 | 0.25 | 0.15783 | 0.1349 | 3151.0 | B | 5.0 | 22500 | 709.5 |
| 70708 | 0.04261 | Current | 10250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 178.0 | True | 740.0 | 759.0 | 21.0 | 17.0 | 45655.0 | 0.19 | 0.07957 | 0.0659 | 55131.0 | AA | 7.0 | 10000 | 749.5 |
| 70779 | 0.04929 | Current | 7916.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Self-employed | 21.0 | True | 800.0 | 819.0 | 11.0 | 11.0 | 1673.0 | NaN | 0.09367 | 0.0809 | 12377.0 | AA | 7.0 | 10000 | 809.5 |
| 70970 | 0.05516 | Current | 12500.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Self-employed | 205.0 | False | 800.0 | 819.0 | 15.0 | 15.0 | 210.0 | NaN | 0.09975 | 0.0869 | 103390.0 | AA | 7.0 | 15000 | 809.5 |
| 71031 | 0.05342 | Current | 3880.000000 | $25,000-49,999 | 2.0 | 36 | 0.0 | 11.0 | NaN | Other | 0.0 | True | 700.0 | 719.0 | 9.0 | 8.0 | 13953.0 | 0.15 | 0.11599 | 0.0879 | 55597.0 | A | 6.0 | 3600 | 709.5 |
| 71038 | 0.07077 | Current | 15000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 19.0 | False | 660.0 | 679.0 | 9.0 | 6.0 | 17506.0 | 0.12 | 0.16770 | 0.1314 | 17232.0 | B | 5.0 | 25000 | 669.5 |
| 71126 | 0.05879 | Current | 12958.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 146.0 | True | 700.0 | 719.0 | 7.0 | 7.0 | 46296.0 | 0.17 | 0.12691 | 0.0990 | 2015.0 | A | 6.0 | 25000 | 709.5 |
| 71180 | 0.04554 | Current | 16666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 119.0 | True | 700.0 | 719.0 | 17.0 | 16.0 | 32537.0 | 0.12 | 0.08496 | 0.0716 | 49571.0 | AA | 7.0 | 20000 | 709.5 |
| 71187 | 0.06081 | Current | 9166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 353.0 | True | 720.0 | 739.0 | 16.0 | 15.0 | 33831.0 | 0.22 | 0.13189 | 0.1039 | 39205.0 | A | 6.0 | 27000 | 729.5 |
| 71188 | 0.04260 | Current | 6916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 115.0 | True | 840.0 | 859.0 | 9.0 | 8.0 | 72271.0 | 0.07 | 0.06726 | 0.0605 | 43644.0 | AA | 7.0 | 6000 | 849.5 |
| 71253 | 0.05568 | Current | 4500.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 78.0 | True | 760.0 | 779.0 | 20.0 | 19.0 | 23531.0 | 0.37 | 0.12081 | 0.0930 | 71609.0 | A | 6.0 | 12000 | 769.5 |
| 71322 | 0.06970 | Current | 18333.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 149.0 | True | 740.0 | 759.0 | 17.0 | 17.0 | 87217.0 | 0.18 | 0.15040 | 0.1274 | 96414.0 | B | 5.0 | 32500 | 749.5 |
| 71349 | 0.05568 | Current | 10416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 162.0 | True | 760.0 | 779.0 | 17.0 | 17.0 | 72479.0 | 0.29 | 0.12117 | 0.0930 | 71721.0 | A | 6.0 | 35000 | 769.5 |
| 71383 | 0.07077 | Current | 3333.333333 | $25,000-49,999 | 6.0 | 60 | 10995.0 | 11.0 | NaN | Employed | 82.0 | True | 700.0 | 719.0 | 15.0 | 15.0 | 10235.0 | 0.36 | 0.15425 | 0.1314 | 30450.0 | B | 5.0 | 10000 | 709.5 |
| 71491 | 0.04554 | Current | 5666.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 34.0 | True | 740.0 | 759.0 | 11.0 | 11.0 | 6198.0 | 0.08 | 0.08496 | 0.0716 | 8333.0 | AA | 7.0 | 5800 | 749.5 |
| 71508 | 0.04261 | Current | 6416.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 247.0 | False | 740.0 | 759.0 | 14.0 | 12.0 | 31706.0 | 0.26 | 0.07957 | 0.0659 | 49954.0 | AA | 7.0 | 20000 | 749.5 |
| 71757 | 0.06153 | Current | 14166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 47.0 | True | 720.0 | 739.0 | 8.0 | 8.0 | 27435.0 | 0.14 | 0.12691 | 0.0990 | 5745.0 | A | 6.0 | 25000 | 729.5 |
| 72078 | 0.04656 | Current | 5166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 110.0 | True | 760.0 | 779.0 | 15.0 | 15.0 | 13078.0 | 0.26 | 0.08325 | 0.0699 | 31125.0 | AA | 7.0 | 20000 | 769.5 |
| 72201 | 0.06462 | Current | 1600.000000 | $1-24,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 36.0 | False | 780.0 | 799.0 | 11.0 | 11.0 | 5885.0 | 0.43 | 0.13301 | 0.1050 | 37190.0 | A | 6.0 | 2000 | 789.5 |
| 72215 | 0.07689 | Current | 13333.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 28.0 | True | 760.0 | 779.0 | 12.0 | 12.0 | 54223.0 | 0.17 | 0.15783 | 0.1349 | 76187.0 | B | 5.0 | 35000 | 769.5 |
| 72236 | 0.04260 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 127.0 | True | 800.0 | 819.0 | 8.0 | 7.0 | 7929.0 | 0.16 | 0.06726 | 0.0605 | 51871.0 | AA | 7.0 | 7000 | 809.5 |
| 72383 | 0.04806 | Current | 4833.333333 | $50,000-74,999 | 0.0 | 36 | 74.0 | 11.0 | NaN | Employed | 24.0 | True | 700.0 | 719.0 | 15.0 | 14.0 | 2289.0 | 0.29 | 0.09030 | 0.0769 | 2711.0 | AA | 7.0 | 15000 | 709.5 |
| 72430 | 0.05342 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 109.0 | True | 740.0 | 759.0 | 26.0 | 25.0 | 58323.0 | 0.35 | 0.11563 | 0.0879 | 34712.0 | A | 6.0 | 15000 | 749.5 |
| 72465 | 0.04929 | Current | 6866.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 14.0 | True | 780.0 | 799.0 | 19.0 | 17.0 | 11607.0 | 0.24 | 0.09367 | 0.0809 | 43893.0 | AA | 7.0 | 15000 | 789.5 |
| 72604 | 0.08223 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 60 | 279.0 | 11.0 | NaN | Employed | 75.0 | False | 680.0 | 699.0 | 12.0 | 11.0 | 8658.0 | 0.47 | 0.21166 | 0.1875 | 1627.0 | C | 4.0 | 15000 | 689.5 |
| 72613 | 0.07344 | Current | 13750.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 16.0 | True | 680.0 | 699.0 | 17.0 | 16.0 | 44575.0 | 0.15 | 0.16304 | 0.1400 | 65149.0 | B | 5.0 | 25000 | 689.5 |
| 72655 | 0.04929 | Current | 4354.166667 | $50,000-74,999 | 7.0 | 36 | 10636.0 | 11.0 | NaN | Employed | 35.0 | True | 720.0 | 739.0 | 9.0 | 8.0 | 2823.0 | 0.16 | 0.09434 | 0.0809 | 12312.0 | AA | 7.0 | 6000 | 729.5 |
| 72696 | 0.07408 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 293.0 | 11.0 | NaN | Employed | 260.0 | False | 640.0 | 659.0 | 16.0 | 16.0 | 32993.0 | 0.21 | 0.18275 | 0.1465 | 39235.0 | B | 5.0 | 25000 | 649.5 |
| 72741 | 0.04929 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 106.0 | True | 780.0 | 799.0 | 13.0 | 12.0 | 16982.0 | 0.25 | 0.09367 | 0.0809 | 42768.0 | AA | 7.0 | 19000 | 789.5 |
| 72818 | 0.04260 | Current | 8583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 64.0 | False | 760.0 | 779.0 | 14.0 | 14.0 | 9296.0 | 0.20 | 0.06726 | 0.0605 | 52885.0 | AA | 7.0 | 8000 | 769.5 |
| 72823 | 0.04231 | Current | 6500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 40.0 | False | 780.0 | 799.0 | 9.0 | 7.0 | 8408.0 | 0.07 | 0.07654 | 0.0629 | 75092.0 | AA | 7.0 | 6000 | 789.5 |
| 72875 | 0.04231 | Completed | 7916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 107.0 | True | 740.0 | 759.0 | 17.0 | 16.0 | 26413.0 | 0.13 | 0.07620 | 0.0629 | 91977.0 | AA | 7.0 | 2000 | 749.5 |
| 72899 | 0.04261 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 165.0 | True | 700.0 | 719.0 | 12.0 | 12.0 | 85508.0 | 0.33 | 0.07922 | 0.0659 | 50982.0 | AA | 7.0 | 17500 | 709.5 |
| 72987 | 0.07192 | Current | 10000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 20.0 | False | 720.0 | 739.0 | 7.0 | 5.0 | 101.0 | 0.20 | 0.15844 | 0.1355 | 6658.0 | B | 5.0 | 35000 | 729.5 |
| 73007 | 0.04554 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 35.0 | True | 760.0 | 779.0 | 11.0 | 10.0 | 17650.0 | 0.19 | 0.08496 | 0.0716 | 18101.0 | AA | 7.0 | 16000 | 769.5 |
| 73042 | 0.04231 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 62.0 | False | 740.0 | 759.0 | 8.0 | 8.0 | 13327.0 | 0.15 | 0.07620 | 0.0629 | 39873.0 | AA | 7.0 | 5000 | 749.5 |
| 73315 | 0.04261 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 79.0 | True | 820.0 | 839.0 | 10.0 | 9.0 | 15583.0 | 0.11 | 0.06726 | 0.0605 | 65009.0 | AA | 7.0 | 14000 | 829.5 |
| 73325 | 0.07890 | Current | 7800.000000 | $75,000-99,999 | 18.0 | 60 | 0.0 | 11.0 | NaN | Employed | 47.0 | False | 660.0 | 679.0 | 11.0 | 11.0 | 17508.0 | 0.12 | 0.16294 | 0.1399 | 116.0 | B | 5.0 | 11500 | 669.5 |
| 73582 | 0.06968 | Current | 10000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 18.0 | True | 780.0 | 799.0 | 10.0 | 10.0 | 46475.0 | 0.17 | 0.13840 | 0.1159 | 39573.0 | A | 6.0 | 30000 | 789.5 |
| 73627 | 0.04261 | Current | 15416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 69.0 | True | 760.0 | 779.0 | 13.0 | 13.0 | 167180.0 | 0.25 | 0.06726 | 0.0605 | 34020.0 | AA | 7.0 | 10500 | 769.5 |
| 73782 | 0.05298 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 151.0 | False | 700.0 | 719.0 | 6.0 | 5.0 | 19016.0 | 0.23 | 0.09534 | 0.0819 | 34484.0 | AA | 7.0 | 6300 | 709.5 |
| 73903 | 0.07077 | Current | 3500.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 5.0 | True | 680.0 | 699.0 | 8.0 | 7.0 | 18005.0 | 0.32 | 0.16732 | 0.1314 | 1162.0 | B | 5.0 | 3000 | 689.5 |
| 74316 | 0.06081 | Current | 11666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 341.0 | True | 720.0 | 739.0 | 18.0 | 16.0 | 25747.0 | 0.19 | 0.13189 | 0.1039 | 34034.0 | A | 6.0 | 26000 | 729.5 |
| 74365 | 0.05047 | Current | 3333.333333 | $25,000-49,999 | 4.0 | 36 | 0.0 | 11.0 | NaN | Employed | 99.0 | False | 740.0 | 759.0 | 8.0 | 8.0 | 5973.0 | 0.17 | 0.09000 | 0.0766 | 38416.0 | AA | 7.0 | 2000 | 749.5 |
| 74480 | 0.05342 | Current | 8408.333333 | $100,000+ | 1.0 | 36 | 0.0 | 11.0 | NaN | Employed | 45.0 | False | 700.0 | 719.0 | 6.0 | 6.0 | 12675.0 | 0.05 | 0.11563 | 0.0879 | 48325.0 | A | 6.0 | 7000 | 709.5 |
| 74562 | 0.05298 | Current | 17500.000000 | $100,000+ | 11.0 | 36 | 0.0 | 11.0 | NaN | Employed | 144.0 | True | 700.0 | 719.0 | 10.0 | 9.0 | 72076.0 | 0.10 | 0.09534 | 0.0819 | 18107.0 | AA | 7.0 | 3500 | 709.5 |
| 74571 | 0.05298 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 177.0 | False | 700.0 | 719.0 | 25.0 | 20.0 | 279668.0 | 0.24 | 0.09534 | 0.0819 | 43380.0 | AA | 7.0 | 20000 | 709.5 |
| 74574 | 0.07344 | Current | 2500.000000 | $25,000-49,999 | 13.0 | 60 | 0.0 | 11.0 | NaN | Employed | 292.0 | True | 660.0 | 679.0 | 9.0 | 9.0 | 5444.0 | 0.15 | 0.16304 | 0.1400 | 3257.0 | B | 5.0 | 3500 | 669.5 |
| 74661 | 0.04929 | Current | 5000.000000 | $50,000-74,999 | 6.0 | 36 | 0.0 | 11.0 | NaN | Employed | 1.0 | False | 700.0 | 719.0 | 9.0 | 9.0 | 8668.0 | 0.23 | 0.09434 | 0.0809 | 532.0 | AA | 7.0 | 5000 | 709.5 |
| 74682 | 0.05568 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 71.0 | False | 740.0 | 759.0 | 15.0 | 14.0 | 14292.0 | 0.37 | 0.12081 | 0.0930 | 24570.0 | A | 6.0 | 15000 | 749.5 |
| 74746 | 0.06388 | Current | 5333.333333 | $50,000-74,999 | 22.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 48.0 | True | 680.0 | 699.0 | 8.0 | 8.0 | 43.0 | NaN | 0.13799 | 0.1099 | 2957.0 | A | 6.0 | 15000 | 689.5 |
| 74751 | 0.06706 | Current | 5500.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 294.0 | True | 720.0 | 739.0 | 22.0 | 22.0 | 105869.0 | 0.37 | 0.14147 | 0.1189 | 45612.0 | A | 6.0 | 15000 | 729.5 |
| 74781 | 0.06388 | Current | 5500.000000 | $50,000-74,999 | 9.0 | 36 | 0.0 | 11.0 | NaN | Employed | 140.0 | True | 640.0 | 659.0 | 7.0 | 7.0 | 2717.0 | 0.11 | 0.13799 | 0.1099 | 22.0 | A | 6.0 | 2000 | 649.5 |
| 74799 | 0.07408 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 134.0 | False | 700.0 | 719.0 | 11.0 | 10.0 | 33342.0 | 0.23 | 0.16969 | 0.1465 | 14867.0 | B | 5.0 | 25000 | 709.5 |
| 74801 | 0.05047 | Current | 6916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 65.0 | True | 720.0 | 739.0 | 9.0 | 8.0 | 12664.0 | 0.17 | 0.09000 | 0.0766 | 7502.0 | AA | 7.0 | 12000 | 729.5 |
| 74806 | 0.06663 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 53.0 | True | 680.0 | 699.0 | 9.0 | 9.0 | 4706.0 | 0.24 | 0.13799 | 0.1099 | 1548.0 | A | 6.0 | 3200 | 689.5 |
| 74853 | 0.06663 | Current | 9750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 22.0 | False | 680.0 | 699.0 | 6.0 | 4.0 | 20794.0 | 0.12 | 0.13799 | 0.1099 | 4606.0 | A | 6.0 | 20000 | 689.5 |
| 74869 | 0.07078 | Current | 13750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 97.0 | True | 740.0 | 759.0 | 11.0 | 9.0 | 48672.0 | 0.16 | 0.14816 | 0.1199 | 28863.0 | A | 6.0 | 35000 | 749.5 |
| 74910 | 0.07192 | Current | 11833.333333 | $100,000+ | 6.0 | 60 | 0.0 | 11.0 | NaN | Employed | 29.0 | False | 680.0 | 699.0 | 12.0 | 12.0 | 13168.0 | 0.13 | 0.15844 | 0.1355 | 29807.0 | B | 5.0 | 18000 | 689.5 |
| 74920 | 0.06706 | Current | 7083.333333 | $75,000-99,999 | 1.0 | 36 | 0.0 | 11.0 | NaN | Employed | 29.0 | False | 640.0 | 659.0 | 4.0 | 3.0 | 7492.0 | 0.07 | 0.14714 | 0.1189 | 858.0 | A | 6.0 | 9000 | 649.5 |
| 74966 | 0.06499 | Current | 13333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 339.0 | True | 720.0 | 739.0 | 14.0 | 12.0 | 85785.0 | 0.21 | 0.14206 | 0.1139 | 46815.0 | A | 6.0 | 35000 | 729.5 |
| 74974 | 0.05342 | Current | 16250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 49.0 | True | 760.0 | 779.0 | 26.0 | 24.0 | 41085.0 | 0.20 | 0.11563 | 0.0879 | 101903.0 | A | 6.0 | 30000 | 769.5 |
| 75034 | 0.07408 | Current | 2233.333333 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 4.0 | True | 700.0 | 719.0 | 11.0 | 8.0 | 2786.0 | 0.45 | 0.16993 | 0.1465 | 6464.0 | B | 5.0 | 4000 | 709.5 |
| 75093 | 0.04529 | Current | 4333.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 27.0 | False | 740.0 | 759.0 | 13.0 | 13.0 | 6827.0 | 0.20 | 0.07922 | 0.0659 | 12473.0 | AA | 7.0 | 8100 | 749.5 |
| 75134 | 0.05516 | Current | 4666.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 8.0 | True | 760.0 | 779.0 | 5.0 | 4.0 | 10718.0 | 0.24 | 0.09975 | 0.0869 | 8782.0 | AA | 7.0 | 10500 | 769.5 |
| 75251 | 0.04554 | Current | 9583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 145.0 | True | 740.0 | 759.0 | 11.0 | 11.0 | 17693.0 | 0.16 | 0.08496 | 0.0716 | 33050.0 | AA | 7.0 | 20000 | 749.5 |
| 75274 | 0.04260 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 46.0 | True | 760.0 | 779.0 | 12.0 | 11.0 | 23760.0 | 0.14 | 0.06726 | 0.0605 | 22312.0 | AA | 7.0 | 3500 | 769.5 |
| 75428 | 0.04929 | Current | 10358.250000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 101.0 | False | 760.0 | 779.0 | 5.0 | 5.0 | 2967.0 | 0.08 | 0.09367 | 0.0809 | 16755.0 | AA | 7.0 | 15000 | 769.5 |
| 75496 | 0.07078 | Current | 6833.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 81.0 | False | 660.0 | 679.0 | 6.0 | 6.0 | 15236.0 | 0.17 | 0.14816 | 0.1199 | 1664.0 | A | 6.0 | 10000 | 669.5 |
| 75525 | 0.04656 | Current | 11666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 102.0 | True | 760.0 | 779.0 | 10.0 | 10.0 | 11431.0 | 0.14 | 0.08325 | 0.0699 | 50969.0 | AA | 7.0 | 4500 | 769.5 |
| 75539 | 0.04929 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 167.0 | True | 720.0 | 739.0 | 20.0 | 17.0 | 15249.0 | 0.22 | 0.09469 | 0.0809 | 58775.0 | AA | 7.0 | 5000 | 729.5 |
| 75590 | 0.04260 | Current | 4666.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 254.0 | True | 800.0 | 819.0 | 8.0 | 8.0 | 6433.0 | 0.16 | 0.06726 | 0.0605 | 57667.0 | AA | 7.0 | 5114 | 809.5 |
| 75601 | 0.06081 | Current | 10000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 22.0 | False | 720.0 | 739.0 | 20.0 | 20.0 | 33960.0 | 0.28 | 0.12614 | 0.1039 | 38540.0 | A | 6.0 | 19950 | 729.5 |
| 75627 | 0.04261 | Current | 13750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 51.0 | True | 760.0 | 779.0 | 19.0 | 19.0 | 14846.0 | 0.20 | 0.06726 | 0.0605 | 49334.0 | AA | 7.0 | 20000 | 769.5 |
| 75665 | 0.06388 | Current | 20000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 288.0 | True | 720.0 | 739.0 | 29.0 | 28.0 | 82095.0 | 0.16 | 0.13799 | 0.1099 | 30152.0 | A | 6.0 | 30000 | 729.5 |
| 75676 | 0.04554 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 204.0 | True | 720.0 | 739.0 | 15.0 | 14.0 | 98957.0 | 0.22 | 0.08496 | 0.0716 | 38864.0 | AA | 7.0 | 6000 | 729.5 |
| 75709 | 0.06417 | Current | 4125.000000 | $25,000-49,999 | 2.0 | 36 | 0.0 | 11.0 | NaN | Employed | 175.0 | False | 640.0 | 659.0 | 8.0 | 7.0 | 2664.0 | 0.20 | 0.14446 | 0.1159 | 436.0 | A | 6.0 | 4500 | 649.5 |
| 75806 | 0.07077 | Current | 7916.666667 | $75,000-99,999 | 3.0 | 60 | 0.0 | 11.0 | NaN | Employed | 336.0 | True | 700.0 | 719.0 | 7.0 | 6.0 | 25408.0 | 0.15 | 0.15425 | 0.1314 | 40292.0 | B | 5.0 | 25000 | 709.5 |
| 75814 | 0.07689 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 122.0 | True | 660.0 | 679.0 | 9.0 | 9.0 | 10493.0 | 0.28 | 0.17090 | 0.1349 | 5309.0 | B | 5.0 | 15000 | 669.5 |
| 75872 | 0.04260 | Current | 11250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 86.0 | True | 800.0 | 819.0 | 17.0 | 16.0 | 10388.0 | 0.06 | 0.06726 | 0.0605 | 80940.0 | AA | 7.0 | 10000 | 809.5 |
| 75945 | 0.04260 | Current | 3750.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 106.0 | True | 800.0 | 819.0 | 7.0 | 5.0 | 154.0 | 0.10 | 0.06726 | 0.0605 | 24746.0 | AA | 7.0 | 8500 | 809.5 |
| 76042 | 0.04554 | Current | 7666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 45.0 | True | 720.0 | 739.0 | 6.0 | 6.0 | 15927.0 | 0.09 | 0.08496 | 0.0716 | 11173.0 | AA | 7.0 | 10000 | 729.5 |
| 76089 | 0.06291 | Current | 20416.666667 | $100,000+ | 7.0 | 36 | 0.0 | 11.0 | NaN | Employed | 19.0 | True | 680.0 | 699.0 | 7.0 | 7.0 | 4667.0 | 0.09 | 0.13734 | 0.1089 | 1192.0 | A | 6.0 | 20000 | 689.5 |
| 76097 | 0.05047 | Completed | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 167.0 | 11.0 | NaN | Employed | 53.0 | False | 680.0 | 699.0 | 16.0 | 15.0 | 14505.0 | 0.16 | 0.09000 | 0.0766 | 33397.0 | AA | 7.0 | 14505 | 689.5 |
| 76248 | 0.04260 | Current | 10083.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 32.0 | True | 800.0 | 819.0 | 5.0 | 4.0 | 6944.0 | 0.10 | 0.06726 | 0.0605 | 23056.0 | AA | 7.0 | 20000 | 809.5 |
| 76266 | 0.07344 | Current | 18750.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 82.0 | True | 720.0 | 739.0 | 11.0 | 9.0 | 71984.0 | 0.17 | 0.16304 | 0.1400 | 24072.0 | B | 5.0 | 35000 | 729.5 |
| 76310 | 0.06153 | Current | 7014.583333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 74.0 | False | 720.0 | 739.0 | 12.0 | 12.0 | 9017.0 | 0.33 | 0.12691 | 0.0990 | 11483.0 | A | 6.0 | 15000 | 729.5 |
| 76325 | 0.04529 | Current | 3500.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 9.0 | False | 740.0 | 759.0 | 7.0 | 7.0 | 1889.0 | 0.14 | 0.07922 | 0.0659 | 11535.0 | AA | 7.0 | 4000 | 749.5 |
| 76346 | 0.06499 | Current | 6250.000000 | $75,000-99,999 | 20.0 | 36 | 0.0 | 11.0 | NaN | Employed | 7.0 | True | 660.0 | 679.0 | 11.0 | 8.0 | 2826.0 | 0.17 | 0.14243 | 0.1139 | 5674.0 | A | 6.0 | 7500 | 669.5 |
| 76373 | 0.08154 | Current | 11250.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 72.0 | True | 720.0 | 739.0 | 12.0 | 12.0 | 31580.0 | 0.23 | 0.17174 | 0.1485 | 38794.0 | B | 5.0 | 35000 | 729.5 |
| 76415 | 0.06968 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 152.0 | False | 700.0 | 719.0 | 14.0 | 14.0 | 18720.0 | 0.22 | 0.13840 | 0.1159 | 14378.0 | A | 6.0 | 14000 | 709.5 |
| 76566 | 0.04261 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 133.0 | False | 800.0 | 819.0 | 8.0 | 8.0 | 19285.0 | 0.27 | 0.06726 | 0.0605 | 67315.0 | AA | 7.0 | 15000 | 809.5 |
| 76632 | 0.06388 | Current | 15500.000000 | $100,000+ | 6.0 | 60 | 0.0 | 11.0 | NaN | Employed | 21.0 | True | 720.0 | 739.0 | 19.0 | 13.0 | 7800.0 | 0.18 | 0.13250 | 0.1099 | 25800.0 | A | 6.0 | 15000 | 729.5 |
| 76791 | 0.07487 | Completed | 6483.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 39.0 | True | 740.0 | 759.0 | 12.0 | 12.0 | 19532.0 | 0.30 | 0.15271 | 0.1299 | 53068.0 | A | 6.0 | 15000 | 749.5 |
| 76936 | 0.06706 | Current | 4333.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 276.0 | True | 700.0 | 719.0 | 13.0 | 13.0 | 16381.0 | 0.45 | 0.14714 | 0.1189 | 2911.0 | A | 6.0 | 10200 | 709.5 |
| 77082 | 0.04261 | Current | 4750.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 110.0 | True | 820.0 | 839.0 | 12.0 | 10.0 | 33820.0 | 0.13 | 0.06726 | 0.0605 | 60185.0 | AA | 7.0 | 7175 | 829.5 |
| 77084 | 0.07192 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 104.0 | True | 680.0 | 699.0 | 7.0 | 7.0 | 28685.0 | 0.22 | 0.15868 | 0.1355 | 5895.0 | B | 5.0 | 20000 | 689.5 |
| 77207 | 0.04929 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 83.0 | True | 780.0 | 799.0 | 14.0 | 14.0 | 8547.0 | 0.25 | 0.09469 | 0.0809 | 83243.0 | AA | 7.0 | 25000 | 789.5 |
| 77253 | 0.04929 | Completed | 6958.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 74.0 | True | 740.0 | 759.0 | 14.0 | 14.0 | 27355.0 | 0.36 | 0.09434 | 0.0809 | 30245.0 | AA | 7.0 | 6000 | 749.5 |
| 77285 | 0.04231 | Current | 4333.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 126.0 | False | 780.0 | 799.0 | 9.0 | 9.0 | 7482.0 | 0.13 | 0.07620 | 0.0629 | 73118.0 | AA | 7.0 | 10000 | 789.5 |
| 77315 | 0.06663 | Current | 12333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 137.0 | True | 720.0 | 739.0 | 12.0 | 12.0 | 31178.0 | 0.23 | 0.13799 | 0.1099 | 25522.0 | A | 6.0 | 31000 | 729.5 |
| 77332 | 0.06663 | Current | 9166.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 161.0 | True | 720.0 | 739.0 | 13.0 | 12.0 | 40140.0 | 0.16 | 0.13227 | 0.1099 | 52061.0 | A | 6.0 | 15000 | 729.5 |
| 77375 | 0.04929 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 7.0 | False | 700.0 | 719.0 | 7.0 | 4.0 | 101.0 | 0.05 | 0.09469 | 0.0809 | 2199.0 | AA | 7.0 | 3000 | 709.5 |
| 77501 | 0.07890 | Current | 5708.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 1.0 | False | 660.0 | 679.0 | 5.0 | 5.0 | 13804.0 | 0.14 | 0.16294 | 0.1399 | 2454.0 | B | 5.0 | 13000 | 669.5 |
| 77967 | 0.04261 | Current | 14583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 189.0 | True | 720.0 | 739.0 | 15.0 | 11.0 | 19903.0 | 0.12 | 0.07922 | 0.0659 | 4554.0 | AA | 7.0 | 20000 | 729.5 |
| 77970 | 0.04929 | Current | 12083.333333 | $100,000+ | 2.0 | 36 | 751.0 | 11.0 | NaN | Employed | 44.0 | True | 700.0 | 719.0 | 8.0 | 7.0 | 104.0 | 0.10 | 0.09434 | 0.0809 | 4896.0 | AA | 7.0 | 3000 | 709.5 |
| 77993 | 0.07344 | Current | 11870.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 75.0 | False | 660.0 | 679.0 | 16.0 | 14.0 | 30657.0 | 0.22 | 0.16304 | 0.1400 | 10622.0 | B | 5.0 | 13000 | 669.5 |
| 78013 | 0.05047 | Current | 27083.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 128.0 | True | 740.0 | 759.0 | 11.0 | 10.0 | 34351.0 | 0.08 | 0.09000 | 0.0766 | 48383.0 | AA | 7.0 | 20000 | 749.5 |
| 78038 | 0.04260 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 22.0 | False | 780.0 | 799.0 | 12.0 | 12.0 | 33012.0 | 0.27 | 0.06726 | 0.0605 | 72634.0 | AA | 7.0 | 20000 | 789.5 |
| 78228 | 0.04261 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 42.0 | True | 700.0 | 719.0 | 14.0 | 13.0 | 34076.0 | 0.23 | 0.07922 | 0.0659 | 32124.0 | AA | 7.0 | 20000 | 709.5 |
| 78339 | 0.07192 | Current | 7500.000000 | $75,000-99,999 | 7.0 | 60 | 0.0 | 11.0 | NaN | Employed | 59.0 | True | 680.0 | 699.0 | 21.0 | 20.0 | 4118.0 | 0.20 | 0.15868 | 0.1355 | 13832.0 | B | 5.0 | 11500 | 689.5 |
| 78582 | 0.05516 | Current | 11250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 108.0 | True | 720.0 | 739.0 | 20.0 | 20.0 | 33037.0 | 0.18 | 0.10038 | 0.0869 | 27724.0 | AA | 7.0 | 19500 | 729.5 |
| 78621 | 0.06388 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 23.0 | False | 680.0 | 699.0 | 12.0 | 10.0 | 12823.0 | 0.19 | 0.13799 | 0.1099 | 22377.0 | A | 6.0 | 3000 | 689.5 |
| 78634 | 0.04261 | Current | 6916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 29.0 | True | 720.0 | 739.0 | 14.0 | 12.0 | 25473.0 | 0.17 | 0.07922 | 0.0659 | 57577.0 | AA | 7.0 | 13000 | 729.5 |
| 78702 | 0.04529 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 99.0 | False | 740.0 | 759.0 | 10.0 | 9.0 | 5056.0 | 0.26 | 0.07922 | 0.0659 | 4694.0 | AA | 7.0 | 8000 | 749.5 |
| 78778 | 0.07890 | Current | 12500.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 11.0 | False | 740.0 | 759.0 | 8.0 | 7.0 | 48680.0 | 0.14 | 0.16294 | 0.1399 | 82620.0 | B | 5.0 | 35000 | 749.5 |
| 78824 | 0.04529 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 116.0 | True | 740.0 | 759.0 | 13.0 | 13.0 | 3403.0 | 0.12 | 0.07922 | 0.0659 | 48497.0 | AA | 7.0 | 5000 | 749.5 |
| 79008 | 0.06499 | Current | 11458.333333 | $100,000+ | 20.0 | 36 | 120.0 | 11.0 | NaN | Employed | 91.0 | False | 660.0 | 679.0 | 7.0 | 7.0 | 2939.0 | 0.15 | 0.14206 | 0.1139 | 36577.0 | A | 6.0 | 25000 | 669.5 |
| 79099 | 0.06306 | Current | 6000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 28.0 | True | 660.0 | 679.0 | 12.0 | 11.0 | 14955.0 | 0.16 | 0.14039 | 0.1119 | 5895.0 | A | 6.0 | 3750 | 669.5 |
| 79105 | 0.06388 | Current | 14166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 114.0 | True | 680.0 | 699.0 | 16.0 | 16.0 | 29323.0 | 0.10 | 0.13799 | 0.1099 | 13277.0 | A | 6.0 | 9000 | 689.5 |
| 79235 | 0.05516 | Current | 19583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 14.0 | False | 700.0 | 719.0 | 9.0 | 9.0 | 21014.0 | 0.08 | 0.10038 | 0.0869 | 14086.0 | AA | 7.0 | 20000 | 709.5 |
| 79374 | 0.04261 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 47.0 | False | 760.0 | 779.0 | 12.0 | 12.0 | 10102.0 | 0.21 | 0.07922 | 0.0659 | 29557.0 | AA | 7.0 | 20000 | 769.5 |
| 79411 | 0.06026 | Completed | 15833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 36.0 | True | 800.0 | 819.0 | 17.0 | 14.0 | 1642.0 | 0.19 | 0.12274 | 0.0949 | 70858.0 | A | 6.0 | 35000 | 809.5 |
| 79448 | 0.04806 | Current | 2000.000000 | $1-24,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 352.0 | True | 720.0 | 739.0 | 9.0 | 9.0 | 16421.0 | NaN | 0.09030 | 0.0769 | 13779.0 | AA | 7.0 | 4000 | 729.5 |
| 79543 | 0.07078 | Current | 10916.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 321.0 | True | 700.0 | 719.0 | 19.0 | 18.0 | 50713.0 | 0.21 | 0.14249 | 0.1199 | 54738.0 | A | 6.0 | 20000 | 709.5 |
| 79568 | 0.04929 | Current | 7000.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 0.0 | True | 780.0 | 799.0 | 17.0 | 16.0 | 25894.0 | 0.32 | 0.09434 | 0.0809 | 158607.0 | AA | 7.0 | 25000 | 789.5 |
| 79588 | 0.06388 | Current | 6083.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 306.0 | True | 720.0 | 739.0 | 17.0 | 17.0 | 2245.0 | 0.19 | 0.13227 | 0.1099 | 25409.0 | A | 6.0 | 17000 | 729.5 |
| 79768 | 0.04554 | Current | 11666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 319.0 | True | 760.0 | 779.0 | 12.0 | 12.0 | 38147.0 | 0.20 | 0.08496 | 0.0716 | 55534.0 | AA | 7.0 | 15000 | 769.5 |
| 79782 | 0.04261 | Current | 11980.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 135.0 | True | 760.0 | 779.0 | 10.0 | 10.0 | 35951.0 | 0.15 | 0.07922 | 0.0659 | 32949.0 | AA | 7.0 | 20000 | 769.5 |
| 79832 | 0.05298 | Current | 9416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 19.0 | False | 720.0 | 739.0 | 15.0 | 14.0 | 9556.0 | 0.13 | 0.09534 | 0.0819 | 38044.0 | AA | 7.0 | 13000 | 729.5 |
| 79865 | 0.06388 | Current | 4333.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Self-employed | 17.0 | True | 720.0 | 739.0 | 18.0 | 18.0 | 19151.0 | NaN | 0.13227 | 0.1099 | 33666.0 | A | 6.0 | 10000 | 729.5 |
| 80142 | 0.04260 | Current | 4291.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 12.0 | True | 760.0 | 779.0 | 8.0 | 8.0 | 17913.0 | 0.27 | 0.06726 | 0.0605 | 12437.0 | AA | 7.0 | 15000 | 769.5 |
| 80261 | 0.06663 | Current | 6000.000000 | $50,000-74,999 | 6.0 | 36 | 0.0 | 11.0 | NaN | Employed | 44.0 | True | 660.0 | 679.0 | 5.0 | 5.0 | 220.0 | 0.05 | 0.13799 | 0.1099 | 1030.0 | A | 6.0 | 2500 | 669.5 |
| 80358 | 0.06388 | Current | 6000.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 486.0 | True | 720.0 | 739.0 | 13.0 | 13.0 | 36918.0 | 0.26 | 0.13250 | 0.1099 | 63244.0 | A | 6.0 | 20000 | 729.5 |
| 80534 | 0.06388 | Current | 9689.500000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 24.0 | False | 720.0 | 739.0 | 12.0 | 10.0 | 25358.0 | 0.28 | 0.13250 | 0.1099 | 21742.0 | A | 6.0 | 20000 | 729.5 |
| 80545 | 0.06417 | Current | 5833.333333 | $50,000-74,999 | 28.0 | 36 | 0.0 | 11.0 | NaN | Employed | 365.0 | False | 640.0 | 659.0 | 14.0 | 14.0 | 9009.0 | 0.13 | 0.14446 | 0.1159 | 1516.0 | A | 6.0 | 6500 | 649.5 |
| 80561 | 0.04806 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 161.0 | False | 780.0 | 799.0 | 32.0 | 31.0 | 1293.0 | 0.31 | 0.09030 | 0.0769 | 111157.0 | AA | 7.0 | 2200 | 789.5 |
| 80580 | 0.04806 | Current | 4333.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 85.0 | False | 720.0 | 739.0 | 13.0 | 12.0 | 4753.0 | 0.23 | 0.09030 | 0.0769 | 8211.0 | AA | 7.0 | 8500 | 729.5 |
| 80676 | 0.05047 | Current | 33750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 123.0 | True | 720.0 | 739.0 | 31.0 | 29.0 | 26613.0 | 0.11 | 0.09000 | 0.0766 | 77746.0 | AA | 7.0 | 20000 | 729.5 |
| 80846 | 0.05342 | Current | 18750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 76.0 | True | 700.0 | 719.0 | 22.0 | 22.0 | 77099.0 | 0.17 | 0.11563 | 0.0879 | 31048.0 | A | 6.0 | 25000 | 709.5 |
| 80893 | 0.07192 | Current | 3583.333333 | $25,000-49,999 | 4.0 | 36 | 1098.0 | 11.0 | NaN | Employed | 58.0 | False | 680.0 | 699.0 | 19.0 | 17.0 | 18230.0 | 0.34 | 0.17151 | 0.1355 | 58795.0 | B | 5.0 | 3000 | 689.5 |
| 80927 | 0.04261 | Current | 8166.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 105.0 | True | 740.0 | 759.0 | 16.0 | 16.0 | 54280.0 | 0.27 | 0.07922 | 0.0659 | 50178.0 | AA | 7.0 | 20000 | 749.5 |
| 80952 | 0.04806 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 24.0 | True | 720.0 | 739.0 | 13.0 | 11.0 | 14206.0 | 0.20 | 0.09065 | 0.0769 | 60410.0 | AA | 7.0 | 4000 | 729.5 |
| 80993 | 0.06663 | Current | 3120.000000 | $25,000-49,999 | 23.0 | 36 | 0.0 | 11.0 | NaN | Employed | 136.0 | True | 680.0 | 699.0 | 11.0 | 9.0 | 5819.0 | 0.14 | 0.13799 | 0.1099 | 5200.0 | A | 6.0 | 5000 | 689.5 |
| 81036 | 0.06388 | Current | 6356.416667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 191.0 | False | 720.0 | 739.0 | 10.0 | 6.0 | 3106.0 | 0.25 | 0.13250 | 0.1099 | 5894.0 | A | 6.0 | 15500 | 729.5 |
| 81152 | 0.06081 | Current | 12916.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 296.0 | True | 740.0 | 759.0 | 8.0 | 8.0 | 60036.0 | 0.19 | 0.13189 | 0.1039 | 38164.0 | A | 6.0 | 35000 | 749.5 |
| 81385 | 0.05879 | Current | 10833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 32.0 | False | 740.0 | 759.0 | 7.0 | 7.0 | 3054.0 | 0.11 | 0.12691 | 0.0990 | 22996.0 | A | 6.0 | 35000 | 749.5 |
| 81487 | 0.06663 | Completed | 7250.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 60.0 | True | 740.0 | 759.0 | 19.0 | 19.0 | 6658.0 | 0.16 | 0.13227 | 0.1099 | 28217.0 | A | 6.0 | 20000 | 749.5 |
| 81518 | 0.04806 | Current | 11000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 220.0 | True | 720.0 | 739.0 | 11.0 | 8.0 | 35747.0 | 0.20 | 0.09030 | 0.0769 | 16453.0 | AA | 7.0 | 20000 | 729.5 |
| 81522 | 0.04231 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 112.0 | True | 780.0 | 799.0 | 18.0 | 18.0 | 9247.0 | 0.09 | 0.07620 | 0.0629 | 98887.0 | AA | 7.0 | 3500 | 789.5 |
| 81541 | 0.05342 | Current | 4666.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 172.0 | False | 760.0 | 779.0 | 10.0 | 9.0 | 4279.0 | 0.32 | 0.11599 | 0.0879 | 11746.0 | A | 6.0 | 10000 | 769.5 |
| 81610 | 0.05516 | Current | 20833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 24.0 | True | 700.0 | 719.0 | 18.0 | 17.0 | 35288.0 | 0.15 | 0.10038 | 0.0869 | 20849.0 | AA | 7.0 | 20000 | 709.5 |
| 81646 | 0.04261 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 174.0 | True | 700.0 | 719.0 | 14.0 | 14.0 | 102302.0 | 0.28 | 0.07957 | 0.0659 | 62068.0 | AA | 7.0 | 20000 | 709.5 |
| 81884 | 0.06026 | Current | 18750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 231.0 | False | 800.0 | 819.0 | 11.0 | 10.0 | 12235.0 | 0.13 | 0.12274 | 0.0949 | 113665.0 | A | 6.0 | 35000 | 809.5 |
| 81910 | 0.04231 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 418.0 | True | 760.0 | 779.0 | 20.0 | 20.0 | 24659.0 | 0.25 | 0.07620 | 0.0629 | 85401.0 | AA | 7.0 | 15000 | 769.5 |
| 81931 | 0.07078 | Current | 20833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 75.0 | True | 720.0 | 739.0 | 34.0 | 33.0 | 33337.0 | 0.18 | 0.14816 | 0.1199 | 45408.0 | A | 6.0 | 35000 | 729.5 |
| 82192 | 0.07078 | Current | 8250.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 62.0 | True | 780.0 | 799.0 | 12.0 | 12.0 | 28656.0 | 0.22 | 0.14249 | 0.1199 | 58644.0 | A | 6.0 | 25000 | 789.5 |
| 82200 | 0.04929 | Current | 13333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 138.0 | False | 700.0 | 719.0 | 11.0 | 10.0 | 33102.0 | NaN | 0.09469 | 0.0809 | 25384.0 | AA | 7.0 | 15000 | 709.5 |
| 82299 | 0.04261 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 53.0 | True | 800.0 | 819.0 | 12.0 | 12.0 | 16612.0 | 0.13 | 0.06726 | 0.0605 | 101793.0 | AA | 7.0 | 5500 | 809.5 |
| 82483 | 0.05298 | Current | 7250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 64.0 | False | 700.0 | 719.0 | 14.0 | 14.0 | 8497.0 | 0.16 | 0.09534 | 0.0819 | 25977.0 | AA | 7.0 | 15000 | 709.5 |
| 82514 | 0.06968 | Current | 9583.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 265.0 | True | 700.0 | 719.0 | 13.0 | 9.0 | 63265.0 | 0.26 | 0.13840 | 0.1159 | 25134.0 | A | 6.0 | 11500 | 709.5 |
| 82525 | 0.06968 | Current | 4750.000000 | $50,000-74,999 | 0.0 | 36 | 1300.0 | 11.0 | NaN | Employed | 53.0 | True | 640.0 | 659.0 | 7.0 | 6.0 | 2373.0 | 0.16 | 0.14409 | 0.1159 | 427.0 | A | 6.0 | 15000 | 649.5 |
| 82624 | 0.06153 | Completed | 15166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 90.0 | True | 720.0 | 739.0 | 18.0 | 12.0 | 29858.0 | 0.36 | 0.12691 | 0.0990 | 29244.0 | A | 6.0 | 15000 | 729.5 |
| 82634 | 0.04260 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 86.0 | True | 820.0 | 839.0 | 11.0 | 10.0 | 656.0 | 0.13 | 0.06726 | 0.0605 | 79344.0 | AA | 7.0 | 20000 | 829.5 |
| 82655 | 0.06081 | Current | 10500.000000 | $100,000+ | 0.0 | 36 | 110.0 | 11.0 | NaN | Employed | 31.0 | True | 720.0 | 739.0 | 10.0 | 10.0 | 20786.0 | 0.30 | 0.13226 | 0.1039 | 7137.0 | A | 6.0 | 28000 | 729.5 |
| 82682 | 0.05879 | Current | 5416.666667 | $50,000-74,999 | 1.0 | 60 | 0.0 | 11.0 | NaN | Employed | 100.0 | True | 720.0 | 739.0 | 15.0 | 14.0 | 14309.0 | 0.19 | 0.12113 | 0.0990 | 52141.0 | A | 6.0 | 17000 | 729.5 |
| 82688 | 0.06153 | Current | 6971.833333 | $75,000-99,999 | 2.0 | 36 | 31.0 | 11.0 | NaN | Employed | 156.0 | False | 700.0 | 719.0 | 15.0 | 14.0 | 14131.0 | 0.26 | 0.12691 | 0.0990 | 16683.0 | A | 6.0 | 7000 | 709.5 |
| 82713 | 0.04929 | Current | 4500.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Self-employed | 12.0 | False | 800.0 | 819.0 | 10.0 | 10.0 | 1448.0 | NaN | 0.09367 | 0.0809 | 21302.0 | AA | 7.0 | 15000 | 809.5 |
| 82744 | 0.04806 | Current | 10833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 90.0 | True | 720.0 | 739.0 | 10.0 | 10.0 | 92839.0 | 0.17 | 0.09030 | 0.0769 | 59943.0 | AA | 7.0 | 20000 | 729.5 |
| 82793 | 0.05342 | Current | 10833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 54.0 | True | 700.0 | 719.0 | 16.0 | 15.0 | 43787.0 | 0.16 | 0.11563 | 0.0879 | 14369.0 | A | 6.0 | 25000 | 709.5 |
| 82852 | 0.04261 | Current | 6916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 43.0 | True | 780.0 | 799.0 | 14.0 | 14.0 | 8154.0 | 0.14 | 0.06726 | 0.0605 | 23346.0 | AA | 7.0 | 5000 | 789.5 |
| 82900 | 0.06663 | Current | 10000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 86.0 | True | 740.0 | 759.0 | 9.0 | 9.0 | 6616.0 | 0.11 | 0.13227 | 0.1099 | 15387.0 | A | 6.0 | 20000 | 749.5 |
| 83064 | 0.04554 | Current | 20825.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 112.0 | True | 740.0 | 759.0 | 9.0 | 9.0 | 64360.0 | 0.13 | 0.08531 | 0.0716 | 36230.0 | AA | 7.0 | 20000 | 749.5 |
| 83086 | 0.06491 | Current | 6875.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 99.0 | True | 720.0 | 739.0 | 12.0 | 12.0 | 72996.0 | 0.31 | 0.14528 | 0.1224 | 8030.0 | B | 5.0 | 13000 | 729.5 |
| 83336 | 0.04231 | Current | 18333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 36.0 | True | 740.0 | 759.0 | 10.0 | 10.0 | 41610.0 | 0.13 | 0.07620 | 0.0629 | 43340.0 | AA | 7.0 | 12000 | 749.5 |
| 83429 | 0.04260 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 292.0 | True | 780.0 | 799.0 | 14.0 | 13.0 | 39365.0 | 0.13 | 0.06726 | 0.0605 | 97869.0 | AA | 7.0 | 2000 | 789.5 |
| 83496 | 0.04261 | Current | 5011.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 210.0 | True | 760.0 | 779.0 | 21.0 | 15.0 | 2288.0 | 0.28 | 0.06726 | 0.0605 | 38826.0 | AA | 7.0 | 8100 | 769.5 |
| 83627 | 0.08268 | Current | 6666.666667 | $75,000-99,999 | 16.0 | 36 | 0.0 | 11.0 | NaN | Employed | 156.0 | True | 680.0 | 699.0 | 8.0 | 8.0 | 2513.0 | 0.32 | 0.19501 | 0.1585 | 4071.0 | B | 5.0 | 10000 | 689.5 |
| 83640 | 0.04806 | Current | 9933.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 5.0 | True | 720.0 | 739.0 | 18.0 | 13.0 | 89319.0 | 0.25 | 0.09030 | 0.0769 | 18342.0 | AA | 7.0 | 20000 | 729.5 |
| 83679 | 0.04260 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 4.0 | True | 780.0 | 799.0 | 16.0 | 16.0 | 22810.0 | 0.12 | 0.06726 | 0.0605 | 108302.0 | AA | 7.0 | 10000 | 789.5 |
| 83683 | 0.06663 | Current | 5250.000000 | $50,000-74,999 | 1.0 | 60 | 0.0 | 11.0 | NaN | Employed | 62.0 | True | 740.0 | 759.0 | 11.0 | 11.0 | 5497.0 | 0.27 | 0.13227 | 0.1099 | 20353.0 | A | 6.0 | 20000 | 749.5 |
| 83748 | 0.05047 | Completed | 20000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 65.0 | True | 760.0 | 779.0 | 4.0 | 4.0 | 5830.0 | 0.02 | 0.09000 | 0.0766 | 24070.0 | AA | 7.0 | 10000 | 769.5 |
| 83754 | 0.04929 | Current | 18750.000000 | $100,000+ | 3.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 169.0 | False | 700.0 | 719.0 | 8.0 | 7.0 | 150462.0 | NaN | 0.09434 | 0.0809 | 38223.0 | AA | 7.0 | 15000 | 709.5 |
| 83858 | 0.05568 | Completed | 8833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 14.0 | True | 720.0 | 739.0 | 14.0 | 12.0 | 34886.0 | 0.22 | 0.12081 | 0.0930 | 64714.0 | A | 6.0 | 30000 | 729.5 |
| 83870 | 0.06081 | Current | 16666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 310.0 | True | 740.0 | 759.0 | 20.0 | 19.0 | 50801.0 | 0.23 | 0.13189 | 0.1039 | 43005.0 | A | 6.0 | 35000 | 749.5 |
| 83930 | 0.04260 | Current | 20000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 109.0 | True | 800.0 | 819.0 | 10.0 | 9.0 | 5353.0 | 0.12 | 0.06726 | 0.0605 | 19447.0 | AA | 7.0 | 20000 | 809.5 |
| 83937 | 0.05568 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 35.0 | False | 740.0 | 759.0 | 8.0 | 8.0 | 44397.0 | 0.20 | 0.12081 | 0.0930 | 40103.0 | A | 6.0 | 28000 | 749.5 |
| 83965 | 0.04261 | Current | 7916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 23.0 | True | 780.0 | 799.0 | 15.0 | 14.0 | 18297.0 | 0.19 | 0.06726 | 0.0605 | 63303.0 | AA | 7.0 | 19000 | 789.5 |
| 84219 | 0.04806 | Current | 5675.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 297.0 | True | 760.0 | 779.0 | 16.0 | 14.0 | 27630.0 | 0.24 | 0.09030 | 0.0769 | 93720.0 | AA | 7.0 | 20000 | 769.5 |
| 84387 | 0.07517 | Current | 10166.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 84.0 | True | 660.0 | 679.0 | 20.0 | 20.0 | 31245.0 | 0.22 | 0.17685 | 0.1535 | 33802.0 | B | 5.0 | 25000 | 669.5 |
| 84397 | 0.05516 | Current | 13333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 274.0 | True | 720.0 | 739.0 | 11.0 | 11.0 | 50946.0 | 0.13 | 0.10038 | 0.0869 | 25394.0 | AA | 7.0 | 16158 | 729.5 |
| 84446 | 0.04231 | Current | 9166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 57.0 | True | 740.0 | 759.0 | 16.0 | 16.0 | 31511.0 | 0.19 | 0.07620 | 0.0629 | 79629.0 | AA | 7.0 | 19000 | 749.5 |
| 84510 | 0.04261 | Current | 5978.583333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 44.0 | True | 740.0 | 759.0 | 16.0 | 16.0 | 12622.0 | 0.16 | 0.07922 | 0.0659 | 27967.0 | AA | 7.0 | 15000 | 749.5 |
| 84516 | 0.04554 | Current | 9166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 43.0 | False | 720.0 | 739.0 | 13.0 | 11.0 | 4176.0 | 0.30 | 0.08496 | 0.0716 | 19924.0 | AA | 7.0 | 20000 | 729.5 |
| 84522 | 0.04231 | Current | 6675.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 19.0 | True | 740.0 | 759.0 | 11.0 | 8.0 | 14174.0 | 0.21 | 0.07620 | 0.0629 | 4826.0 | AA | 7.0 | 15000 | 749.5 |
| 84709 | 0.04260 | Current | 12308.083333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 105.0 | True | 760.0 | 779.0 | 10.0 | 10.0 | 2106.0 | 0.17 | 0.06726 | 0.0605 | 6894.0 | AA | 7.0 | 15900 | 769.5 |
| 84819 | 0.06081 | Current | 6250.000000 | $75,000-99,999 | 7.0 | 36 | 0.0 | 11.0 | NaN | Employed | 196.0 | True | 700.0 | 719.0 | 12.0 | 11.0 | 7370.0 | 0.28 | 0.13189 | 0.1039 | 39030.0 | A | 6.0 | 4000 | 709.5 |
| 84865 | 0.04261 | Current | 5950.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 200.0 | True | 780.0 | 799.0 | 10.0 | 10.0 | 8594.0 | 0.10 | 0.06726 | 0.0605 | 38482.0 | AA | 7.0 | 5500 | 789.5 |
| 84927 | 0.07192 | Current | 10833.333333 | $100,000+ | 32.0 | 60 | 0.0 | 11.0 | NaN | Employed | 416.0 | False | 680.0 | 699.0 | 12.0 | 12.0 | 6413.0 | 0.21 | 0.15844 | 0.1355 | 7594.0 | B | 5.0 | 20000 | 689.5 |
| 84944 | 0.05568 | Current | 3750.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 119.0 | True | 740.0 | 759.0 | 30.0 | 29.0 | 23089.0 | 0.37 | 0.12081 | 0.0930 | 78935.0 | A | 6.0 | 5000 | 749.5 |
| 84955 | 0.04260 | Current | 6833.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 133.0 | True | 800.0 | 819.0 | 10.0 | 10.0 | 19556.0 | 0.27 | 0.06726 | 0.0605 | 49929.0 | AA | 7.0 | 18000 | 809.5 |
| 85034 | 0.04806 | Current | 6302.333333 | $75,000-99,999 | 15.0 | 36 | 0.0 | 11.0 | NaN | Employed | 165.0 | True | 720.0 | 739.0 | 13.0 | 12.0 | 268.0 | 0.22 | 0.09030 | 0.0769 | 28232.0 | AA | 7.0 | 20000 | 729.5 |
| 85121 | 0.05879 | Current | 20416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 20.0 | True | 720.0 | 739.0 | 14.0 | 12.0 | 29986.0 | 0.25 | 0.12691 | 0.0990 | 63152.0 | A | 6.0 | 30000 | 729.5 |
| 85149 | 0.04260 | Current | 8208.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 3.0 | True | 840.0 | 859.0 | 11.0 | 11.0 | 518.0 | 0.25 | 0.06726 | 0.0605 | 36082.0 | AA | 7.0 | 4500 | 849.5 |
| 85212 | 0.04231 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 142.0 | False | 760.0 | 779.0 | 11.0 | 10.0 | 23131.0 | 0.16 | 0.07620 | 0.0629 | 103819.0 | AA | 7.0 | 12000 | 769.5 |
| 85235 | 0.06306 | Current | 15166.666667 | $100,000+ | 5.0 | 36 | 0.0 | 11.0 | NaN | Employed | 142.0 | True | 660.0 | 679.0 | 7.0 | 7.0 | 2550.0 | 0.09 | 0.14039 | 0.1119 | 1700.0 | A | 6.0 | 11500 | 669.5 |
| 85287 | 0.05342 | Current | 7250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 75.0 | False | 700.0 | 719.0 | 7.0 | 7.0 | 5667.0 | 0.12 | 0.11563 | 0.0879 | 25583.0 | A | 6.0 | 5800 | 709.5 |
| 85407 | 0.04260 | Current | 5916.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 209.0 | False | 780.0 | 799.0 | 11.0 | 10.0 | 4149.0 | 0.31 | 0.06726 | 0.0605 | 41207.0 | AA | 7.0 | 15000 | 789.5 |
| 85533 | 0.04260 | Current | 7166.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 448.0 | True | 780.0 | 799.0 | 9.0 | 9.0 | 22291.0 | 0.19 | 0.06726 | 0.0605 | 62409.0 | AA | 7.0 | 18000 | 789.5 |
| 85668 | 0.04554 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 9.0 | True | 740.0 | 759.0 | 12.0 | 12.0 | 31905.0 | 0.11 | 0.08496 | 0.0716 | 60775.0 | AA | 7.0 | 15000 | 749.5 |
| 85754 | 0.04261 | Current | 6333.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 122.0 | True | 740.0 | 759.0 | 8.0 | 5.0 | 15011.0 | 0.22 | 0.07957 | 0.0659 | 31889.0 | AA | 7.0 | 20000 | 749.5 |
| 85949 | 0.06153 | Current | 13333.333333 | $100,000+ | 4.0 | 60 | 0.0 | 11.0 | NaN | Employed | 54.0 | True | 740.0 | 759.0 | 12.0 | 11.0 | 2119.0 | 0.18 | 0.12113 | 0.0990 | 23595.0 | A | 6.0 | 14000 | 749.5 |
| 85966 | 0.04260 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 5.0 | True | 800.0 | 819.0 | 5.0 | 4.0 | 6252.0 | 0.02 | 0.06726 | 0.0605 | 64748.0 | AA | 7.0 | 2000 | 809.5 |
| 86072 | 0.06663 | Current | 5666.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Other | 3.0 | True | 740.0 | 759.0 | 13.0 | 13.0 | 1520.0 | 0.17 | 0.13227 | 0.1099 | 54480.0 | A | 6.0 | 20000 | 749.5 |
| 86297 | 0.08421 | Current | 2666.666667 | $25,000-49,999 | 5.0 | 60 | 0.0 | 11.0 | NaN | Employed | 57.0 | False | 660.0 | 679.0 | 12.0 | 9.0 | 4737.0 | 0.24 | 0.18965 | 0.1660 | 1009.0 | C | 4.0 | 7500 | 669.5 |
| 86345 | 0.04260 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 11.0 | False | 800.0 | 819.0 | 12.0 | 12.0 | 3374.0 | 0.15 | 0.06726 | 0.0605 | 11426.0 | AA | 7.0 | 8000 | 809.5 |
| 86356 | 0.04260 | Current | 8166.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 365.0 | True | 800.0 | 819.0 | 15.0 | 15.0 | 19678.0 | 0.18 | 0.06726 | 0.0605 | 134322.0 | AA | 7.0 | 19000 | 809.5 |
| 86432 | 0.06026 | Current | 8334.166667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 72.0 | True | 780.0 | 799.0 | 13.0 | 12.0 | 79713.0 | 0.24 | 0.11695 | 0.0949 | 76784.0 | A | 6.0 | 20000 | 789.5 |
| 86508 | 0.06970 | Current | 8750.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 62.0 | False | 700.0 | 719.0 | 16.0 | 16.0 | 45378.0 | 0.35 | 0.15016 | 0.1274 | 21152.0 | B | 5.0 | 15000 | 709.5 |
| 86619 | 0.04929 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 7.0 | True | 800.0 | 819.0 | 15.0 | 14.0 | 1788.0 | 0.14 | 0.09367 | 0.0809 | 31332.0 | AA | 7.0 | 6000 | 809.5 |
| 86644 | 0.05568 | Current | 16166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 62.0 | True | 760.0 | 779.0 | 14.0 | 13.0 | 45662.0 | 0.25 | 0.12117 | 0.0930 | 59686.0 | A | 6.0 | 35000 | 769.5 |
| 86660 | 0.04260 | Current | 6750.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 17.0 | False | 800.0 | 819.0 | 6.0 | 4.0 | 513.0 | 0.07 | 0.06726 | 0.0605 | 28987.0 | AA | 7.0 | 6000 | 809.5 |
| 86670 | 0.04260 | Current | 3500.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 227.0 | True | 800.0 | 819.0 | 12.0 | 12.0 | 8988.0 | 0.26 | 0.06726 | 0.0605 | 35581.0 | AA | 7.0 | 9064 | 809.5 |
| 86754 | 0.04261 | Current | 10833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 112.0 | False | 700.0 | 719.0 | 20.0 | 19.0 | 19527.0 | 0.14 | 0.07922 | 0.0659 | 44923.0 | AA | 7.0 | 12000 | 709.5 |
| 86774 | 0.06388 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 271.0 | True | 780.0 | 799.0 | 8.0 | 8.0 | 94339.0 | 0.19 | 0.13227 | 0.1099 | 27061.0 | A | 6.0 | 25000 | 789.5 |
| 86980 | 0.06081 | Current | 6725.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 7.0 | True | 740.0 | 759.0 | 7.0 | 7.0 | 5010.0 | 0.28 | 0.12614 | 0.1039 | 8147.0 | A | 6.0 | 20000 | 749.5 |
| 87095 | 0.05516 | Current | 11833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 88.0 | True | 820.0 | 839.0 | 5.0 | 5.0 | 29458.0 | 0.16 | 0.10038 | 0.0869 | 26954.0 | AA | 7.0 | 35000 | 829.5 |
| 87191 | 0.07344 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 99.0 | True | 660.0 | 679.0 | 14.0 | 13.0 | 21725.0 | 0.40 | 0.17649 | 0.1400 | 2825.0 | B | 5.0 | 15000 | 669.5 |
| 87218 | 0.07344 | Current | 5750.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 8.0 | True | 660.0 | 679.0 | 9.0 | 7.0 | 6986.0 | 0.26 | 0.16304 | 0.1400 | 472.0 | B | 5.0 | 15000 | 669.5 |
| 87241 | 0.04231 | Current | 13083.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Full-time | 72.0 | True | 740.0 | 759.0 | 20.0 | 18.0 | 94819.0 | 0.21 | 0.07654 | 0.0629 | 72160.0 | AA | 7.0 | 10000 | 749.5 |
| 87342 | 0.04260 | Current | 7416.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 50.0 | True | 840.0 | 859.0 | 11.0 | 11.0 | 2436.0 | 0.08 | 0.06726 | 0.0605 | 103991.0 | AA | 7.0 | 3000 | 849.5 |
| 87369 | 0.04806 | Current | 7731.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 435.0 | True | 720.0 | 739.0 | 10.0 | 10.0 | 10673.0 | 0.18 | 0.09030 | 0.0769 | 5027.0 | AA | 7.0 | 11400 | 729.5 |
| 87398 | 0.04261 | Current | 18166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 232.0 | True | 800.0 | 819.0 | 16.0 | 15.0 | 121436.0 | 0.12 | 0.06726 | 0.0605 | 80138.0 | AA | 7.0 | 17000 | 809.5 |
| 87429 | 0.07077 | Current | 18333.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 176.0 | True | 700.0 | 719.0 | 20.0 | 20.0 | 83718.0 | 0.11 | 0.15425 | 0.1314 | 125634.0 | B | 5.0 | 25000 | 709.5 |
| 87444 | 0.04929 | Current | 10833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 70.0 | True | 780.0 | 799.0 | 11.0 | 11.0 | 24849.0 | 0.26 | 0.09434 | 0.0809 | 40551.0 | AA | 7.0 | 25000 | 789.5 |
| 87483 | 0.04260 | Current | 1646.666667 | $1-24,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 14.0 | False | 780.0 | 799.0 | 4.0 | 4.0 | 353.0 | 0.28 | 0.06726 | 0.0605 | 5397.0 | AA | 7.0 | 4000 | 789.5 |
| 87618 | 0.04806 | Current | 13000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 60.0 | False | 720.0 | 739.0 | 11.0 | 11.0 | 115569.0 | 0.13 | 0.09030 | 0.0769 | 190480.0 | AA | 7.0 | 4000 | 729.5 |
| 87627 | 0.06968 | Current | 14750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 274.0 | True | 680.0 | 699.0 | 15.0 | 14.0 | 43410.0 | 0.12 | 0.14409 | 0.1159 | 11497.0 | A | 6.0 | 6000 | 689.5 |
| 87735 | 0.06081 | Current | 9791.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 6.0 | False | 660.0 | 679.0 | 12.0 | 12.0 | 30732.0 | 0.17 | 0.13189 | 0.1039 | 6123.0 | A | 6.0 | 19000 | 669.5 |
| 87889 | 0.06663 | Current | 4700.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 155.0 | True | 680.0 | 699.0 | 5.0 | 5.0 | 12975.0 | NaN | 0.13799 | 0.1099 | 5975.0 | A | 6.0 | 8500 | 689.5 |
| 87926 | 0.06306 | Current | 25000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 71.0 | True | 760.0 | 779.0 | 20.0 | 20.0 | 103791.0 | 0.12 | 0.13455 | 0.1119 | 100669.0 | A | 6.0 | 25000 | 769.5 |
| 87932 | 0.05298 | Current | 3333.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 60.0 | False | 700.0 | 719.0 | 6.0 | 6.0 | 2258.0 | 0.15 | 0.09534 | 0.0819 | 5987.0 | AA | 7.0 | 5000 | 709.5 |
| 87934 | 0.05568 | Current | 16666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 40.0 | True | 700.0 | 719.0 | 15.0 | 15.0 | 42876.0 | 0.11 | 0.12081 | 0.0930 | 51748.0 | A | 6.0 | 25000 | 709.5 |
| 88119 | 0.04929 | Current | 6858.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 23.0 | True | 760.0 | 779.0 | 10.0 | 10.0 | 5140.0 | 0.20 | 0.09367 | 0.0809 | 30560.0 | AA | 7.0 | 3500 | 769.5 |
| 88159 | 0.04231 | Current | 4333.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 49.0 | False | 780.0 | 799.0 | 10.0 | 8.0 | 4191.0 | 0.17 | 0.07620 | 0.0629 | 22933.0 | AA | 7.0 | 6000 | 789.5 |
| 88237 | 0.06663 | Current | 3750.000000 | $25,000-49,999 | 4.0 | 36 | 0.0 | 11.0 | NaN | Employed | 28.0 | True | 660.0 | 679.0 | 5.0 | 5.0 | 329.0 | 0.15 | 0.13799 | 0.1099 | 1621.0 | A | 6.0 | 8700 | 669.5 |
| 88295 | 0.04260 | Current | 11041.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 4.0 | True | 780.0 | 799.0 | 7.0 | 5.0 | 6012.0 | 0.05 | 0.06726 | 0.0605 | 30233.0 | AA | 7.0 | 12000 | 789.5 |
| 88548 | 0.06499 | Current | 26437.500000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 81.0 | False | 700.0 | 719.0 | 18.0 | 18.0 | 100958.0 | 0.23 | 0.13659 | 0.1139 | 2698.0 | A | 6.0 | 20000 | 709.5 |
| 88562 | 0.06153 | Current | 5833.333333 | $50,000-74,999 | 9.0 | 36 | 0.0 | 11.0 | NaN | Employed | 1.0 | False | 700.0 | 719.0 | 11.0 | 11.0 | 8382.0 | 0.19 | 0.12691 | 0.0990 | 14818.0 | A | 6.0 | 13000 | 709.5 |
| 88650 | 0.05047 | Current | 6041.666667 | $50,000-74,999 | 10.0 | 36 | 1040.0 | 11.0 | NaN | Employed | 21.0 | False | 720.0 | 739.0 | 11.0 | 9.0 | 4854.0 | 0.10 | 0.09000 | 0.0766 | 8477.0 | AA | 7.0 | 9500 | 729.5 |
| 88783 | 0.04806 | Current | 7750.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 60.0 | False | 720.0 | 739.0 | 10.0 | 4.0 | 3005.0 | 0.13 | 0.09030 | 0.0769 | 29695.0 | AA | 7.0 | 7000 | 729.5 |
| 88905 | 0.05342 | Current | 9166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 100.0 | True | 820.0 | 839.0 | 11.0 | 11.0 | 2904.0 | 0.34 | 0.11563 | 0.0879 | 46747.0 | A | 6.0 | 35000 | 829.5 |
| 88930 | 0.08172 | Current | 8416.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 218.0 | False | 680.0 | 699.0 | 13.0 | 9.0 | 7328.0 | 0.38 | 0.20808 | 0.1840 | 3463.0 | C | 4.0 | 6000 | 689.5 |
| 88931 | 0.05047 | Current | 3333.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 81.0 | True | 740.0 | 759.0 | 9.0 | 9.0 | 2004.0 | 0.22 | 0.09000 | 0.0766 | 28577.0 | AA | 7.0 | 10000 | 749.5 |
| 89039 | 0.04529 | Current | 8500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 80.0 | True | 780.0 | 799.0 | 13.0 | 12.0 | 12015.0 | 0.20 | 0.07922 | 0.0659 | 83785.0 | AA | 7.0 | 20000 | 789.5 |
| 89156 | 0.04554 | Current | 5583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 35.0 | True | 760.0 | 779.0 | 9.0 | 9.0 | 571.0 | 0.09 | 0.08496 | 0.0716 | 34930.0 | AA | 7.0 | 10000 | 769.5 |
| 89178 | 0.04261 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 228.0 | True | 740.0 | 759.0 | 9.0 | 9.0 | 25947.0 | 0.15 | 0.07922 | 0.0659 | 59553.0 | AA | 7.0 | 15000 | 749.5 |
| 89552 | 0.04929 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 92.0 | True | 760.0 | 779.0 | 18.0 | 15.0 | 17732.0 | 0.20 | 0.09367 | 0.0809 | 48292.0 | AA | 7.0 | 20000 | 769.5 |
| 89573 | 0.06081 | Current | 9166.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 391.0 | True | 720.0 | 739.0 | 17.0 | 15.0 | 47635.0 | 0.21 | 0.12614 | 0.1039 | 23552.0 | A | 6.0 | 15000 | 729.5 |
| 89612 | 0.05782 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 72.0 | True | 780.0 | 799.0 | 14.0 | 14.0 | 5970.0 | 0.54 | 0.12626 | 0.0980 | 1231.0 | A | 6.0 | 15000 | 789.5 |
| 89642 | 0.08004 | Current | 13750.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 60.0 | True | 740.0 | 759.0 | 34.0 | 33.0 | 42376.0 | 0.23 | 0.16713 | 0.1440 | 84423.0 | B | 5.0 | 35000 | 749.5 |
| 89654 | 0.06388 | Current | 18750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 220.0 | True | 720.0 | 739.0 | 28.0 | 28.0 | 65050.0 | 0.21 | 0.13836 | 0.1099 | 60230.0 | A | 6.0 | 26000 | 729.5 |
| 89877 | 0.07689 | Current | 18833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 49.0 | True | 660.0 | 679.0 | 11.0 | 11.0 | 39331.0 | 0.11 | 0.17090 | 0.1349 | 507.0 | B | 5.0 | 9000 | 669.5 |
| 89882 | 0.05342 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 46.0 | True | 720.0 | 739.0 | 10.0 | 9.0 | 2159.0 | 0.17 | 0.11563 | 0.0879 | 7713.0 | A | 6.0 | 5000 | 729.5 |
| 90063 | 0.04261 | Current | 4666.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 28.0 | False | 760.0 | 779.0 | 15.0 | 15.0 | 6654.0 | 0.13 | 0.07922 | 0.0659 | 24146.0 | AA | 7.0 | 6500 | 769.5 |
| 90179 | 0.04261 | Current | 4416.666667 | $50,000-74,999 | 1.0 | 36 | 0.0 | 11.0 | NaN | Employed | 197.0 | True | 700.0 | 719.0 | 13.0 | 12.0 | 39174.0 | 0.22 | 0.07922 | 0.0659 | 50232.0 | AA | 7.0 | 9000 | 709.5 |
| 90234 | 0.04261 | Current | 13333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 38.0 | True | 760.0 | 779.0 | 10.0 | 10.0 | 19227.0 | 0.24 | 0.06726 | 0.0605 | 55573.0 | AA | 7.0 | 20000 | 769.5 |
| 90302 | 0.04929 | Current | 4333.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 78.0 | False | 740.0 | 759.0 | 8.0 | 7.0 | 24243.0 | 0.38 | 0.09469 | 0.0809 | 13257.0 | AA | 7.0 | 10000 | 749.5 |
| 90491 | 0.05298 | Current | 20000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 7.0 | False | 700.0 | 719.0 | 20.0 | 20.0 | 47249.0 | 0.10 | 0.09534 | 0.0819 | 51826.0 | AA | 7.0 | 13000 | 709.5 |
| 90510 | 0.07077 | Current | 5583.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 123.0 | True | 740.0 | 759.0 | 14.0 | 12.0 | 37911.0 | 0.43 | 0.15425 | 0.1314 | 42001.0 | B | 5.0 | 15000 | 749.5 |
| 90608 | 0.04261 | Current | 7133.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 30.0 | False | 700.0 | 719.0 | 10.0 | 10.0 | 12028.0 | 0.14 | 0.07922 | 0.0659 | 38694.0 | AA | 7.0 | 18000 | 709.5 |
| 90727 | 0.08004 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 117.0 | False | 640.0 | 659.0 | 9.0 | 7.0 | 2352.0 | 0.18 | 0.16713 | 0.1440 | 6056.0 | B | 5.0 | 15000 | 649.5 |
| 90767 | 0.04231 | Current | 9500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 155.0 | True | 740.0 | 759.0 | 8.0 | 8.0 | 17780.0 | 0.20 | 0.07654 | 0.0629 | 22220.0 | AA | 7.0 | 20000 | 749.5 |
| 91139 | 0.07078 | Current | 8221.166667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 207.0 | True | 720.0 | 739.0 | 15.0 | 15.0 | 27276.0 | 0.46 | 0.14816 | 0.1199 | 9282.0 | A | 6.0 | 10000 | 729.5 |
| 91268 | 0.04529 | Current | 12166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 22.0 | True | 740.0 | 759.0 | 22.0 | 21.0 | 24056.0 | 0.12 | 0.07922 | 0.0659 | 35952.0 | AA | 7.0 | 2000 | 749.5 |
| 91337 | 0.04260 | Current | 9583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 12.0 | True | 800.0 | 819.0 | 5.0 | 5.0 | 13185.0 | 0.13 | 0.06726 | 0.0605 | 37715.0 | AA | 7.0 | 3000 | 809.5 |
| 91485 | 0.06663 | Current | 7666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 21.0 | False | 720.0 | 739.0 | 10.0 | 10.0 | 32703.0 | 0.22 | 0.13799 | 0.1099 | 21937.0 | A | 6.0 | 25000 | 729.5 |
| 91557 | 0.05782 | Current | 4166.666667 | $50,000-74,999 | 4.0 | 36 | 0.0 | 11.0 | NaN | Employed | 82.0 | True | 680.0 | 699.0 | 9.0 | 8.0 | 7733.0 | 0.19 | 0.12626 | 0.0980 | 29028.0 | A | 6.0 | 3000 | 689.5 |
| 91591 | 0.04929 | Current | 4815.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 401.0 | True | 780.0 | 799.0 | 12.0 | 12.0 | 20359.0 | 0.25 | 0.09390 | 0.0809 | 46207.0 | AA | 7.0 | 15000 | 789.5 |
| 91705 | 0.06081 | Current | 43750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 240.0 | True | 660.0 | 679.0 | 24.0 | 22.0 | 62849.0 | 0.11 | 0.13189 | 0.1039 | 36117.0 | A | 6.0 | 20000 | 669.5 |
| 91733 | 0.07487 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 39.0 | False | 740.0 | 759.0 | 13.0 | 7.0 | 9749.0 | 0.28 | 0.15271 | 0.1299 | 22147.0 | A | 6.0 | 5500 | 749.5 |
| 91869 | 0.04554 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 303.0 | False | 740.0 | 759.0 | 17.0 | 14.0 | 12365.0 | 0.21 | 0.08496 | 0.0716 | 22285.0 | AA | 7.0 | 20000 | 749.5 |
| 92116 | 0.06388 | Current | 4666.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 123.0 | True | 700.0 | 719.0 | 4.0 | 4.0 | 238.0 | 0.20 | 0.13227 | 0.1099 | 262.0 | A | 6.0 | 7500 | 709.5 |
| 92307 | 0.04929 | Current | 4666.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 105.0 | True | 800.0 | 819.0 | 16.0 | 16.0 | 44077.0 | 0.20 | 0.09390 | 0.0809 | 99524.0 | AA | 7.0 | 14000 | 809.5 |
| 92333 | 0.04260 | Current | 6559.500000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 203.0 | True | 800.0 | 819.0 | 22.0 | 22.0 | 13993.0 | 0.26 | 0.06726 | 0.0605 | 136480.0 | AA | 7.0 | 20000 | 809.5 |
| 92440 | 0.04929 | Current | 3166.666667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 11.0 | False | 700.0 | 719.0 | 6.0 | 5.0 | 2768.0 | 0.20 | 0.09469 | 0.0809 | 9291.0 | AA | 7.0 | 10000 | 709.5 |
| 92526 | 0.04261 | Current | 11250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 150.0 | True | 720.0 | 739.0 | 12.0 | 12.0 | 46518.0 | 0.15 | 0.07922 | 0.0659 | 64132.0 | AA | 7.0 | 20000 | 729.5 |
| 92544 | 0.07078 | Current | 9166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 70.0 | True | 700.0 | 719.0 | 14.0 | 13.0 | 31179.0 | 0.25 | 0.14816 | 0.1199 | 23104.0 | A | 6.0 | 25000 | 709.5 |
| 92655 | 0.06499 | Current | 14166.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 205.0 | True | 800.0 | 819.0 | 15.0 | 14.0 | 4865.0 | 0.16 | 0.13636 | 0.1139 | 100120.0 | A | 6.0 | 34999 | 809.5 |
| 93000 | 0.07078 | Current | 3500.000000 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 92.0 | False | 740.0 | 759.0 | 22.0 | 18.0 | 12215.0 | 0.37 | 0.14249 | 0.1199 | 39735.0 | A | 6.0 | 10000 | 749.5 |
| 93135 | 0.04260 | Current | 4796.166667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 17.0 | True | 760.0 | 779.0 | 13.0 | 13.0 | 3673.0 | 0.26 | 0.06726 | 0.0605 | 71426.0 | AA | 7.0 | 5500 | 769.5 |
| 93156 | 0.06388 | Current | 3738.416667 | $25,000-49,999 | 12.0 | 36 | 0.0 | 11.0 | NaN | Other | 9.0 | False | 680.0 | 699.0 | 10.0 | 8.0 | 161.0 | 0.16 | 0.13799 | 0.1099 | 2900.0 | A | 6.0 | 5000 | 689.5 |
| 93406 | 0.04261 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 306.0 | False | 720.0 | 739.0 | 15.0 | 15.0 | 28642.0 | 0.34 | 0.07922 | 0.0659 | 114890.0 | AA | 7.0 | 20000 | 729.5 |
| 93429 | 0.04260 | Current | 9583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 72.0 | True | 800.0 | 819.0 | 13.0 | 13.0 | 9824.0 | 0.14 | 0.06726 | 0.0605 | 75176.0 | AA | 7.0 | 4000 | 809.5 |
| 93549 | 0.07400 | Current | 14166.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 16.0 | True | 700.0 | 719.0 | 12.0 | 12.0 | 109330.0 | 0.32 | 0.16686 | 0.1435 | 11550.0 | B | 5.0 | 15000 | 709.5 |
| 93646 | 0.04261 | Current | 8500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 63.0 | True | 760.0 | 779.0 | 14.0 | 14.0 | 22410.0 | 0.20 | 0.07922 | 0.0659 | 30324.0 | AA | 7.0 | 20000 | 769.5 |
| 93653 | 0.04260 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 145.0 | True | 760.0 | 779.0 | 15.0 | 13.0 | 39225.0 | 0.14 | 0.06726 | 0.0605 | 75690.0 | AA | 7.0 | 13000 | 769.5 |
| 93788 | 0.06081 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 8.0 | False | 660.0 | 679.0 | 8.0 | 7.0 | 4294.0 | 0.06 | 0.13189 | 0.1039 | 4598.0 | A | 6.0 | 4000 | 669.5 |
| 94039 | 0.04260 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 316.0 | True | 800.0 | 819.0 | 14.0 | 14.0 | 18481.0 | 0.12 | 0.06726 | 0.0605 | 82599.0 | AA | 7.0 | 11156 | 809.5 |
| 94057 | 0.05342 | Current | 6333.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 319.0 | True | 760.0 | 779.0 | 18.0 | 18.0 | 58161.0 | 0.40 | 0.11563 | 0.0879 | 85288.0 | A | 6.0 | 15000 | 769.5 |
| 94110 | 0.04806 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 102.0 | True | 800.0 | 819.0 | 16.0 | 15.0 | 14556.0 | 0.33 | 0.09030 | 0.0769 | 87844.0 | AA | 7.0 | 15000 | 809.5 |
| 94172 | 0.06499 | Current | 6966.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 142.0 | False | 660.0 | 679.0 | 7.0 | 7.0 | 15673.0 | 0.13 | 0.14206 | 0.1139 | 777.0 | A | 6.0 | 12000 | 669.5 |
| 94236 | 0.05047 | Current | 4416.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 122.0 | True | 800.0 | 819.0 | 5.0 | 5.0 | 35.0 | 0.12 | 0.08495 | 0.0766 | 615.0 | AA | 7.0 | 9000 | 809.5 |
| 94264 | 0.05047 | Current | 9583.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 72.0 | False | 800.0 | 819.0 | 11.0 | 11.0 | 1059.0 | 0.11 | 0.08495 | 0.0766 | 18741.0 | AA | 7.0 | 10000 | 809.5 |
| 94277 | 0.04261 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 25.0 | True | 800.0 | 819.0 | 9.0 | 9.0 | 151.0 | 0.12 | 0.06726 | 0.0605 | 50925.0 | AA | 7.0 | 19000 | 809.5 |
| 94508 | 0.05516 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 33.0 | False | 760.0 | 779.0 | 15.0 | 15.0 | 4520.0 | 0.19 | 0.09975 | 0.0869 | 8880.0 | AA | 7.0 | 10000 | 769.5 |
| 94628 | 0.04529 | Current | 5200.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 11.0 | True | 740.0 | 759.0 | 8.0 | 8.0 | 3004.0 | 0.28 | 0.07922 | 0.0659 | 5197.0 | AA | 7.0 | 20000 | 749.5 |
| 94826 | 0.04806 | Current | 6333.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 61.0 | False | 760.0 | 779.0 | 14.0 | 13.0 | 17241.0 | 0.37 | 0.09030 | 0.0769 | 35949.0 | AA | 7.0 | 15000 | 769.5 |
| 95114 | 0.06499 | Current | 4666.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 8.0 | True | 720.0 | 739.0 | 11.0 | 7.0 | 16189.0 | 0.28 | 0.14206 | 0.1139 | 5431.0 | A | 6.0 | 15000 | 729.5 |
| 95122 | 0.04260 | Current | 3750.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 157.0 | False | 780.0 | 799.0 | 8.0 | 8.0 | 1097.0 | 0.32 | 0.06726 | 0.0605 | 21003.0 | AA | 7.0 | 10000 | 789.5 |
| 95123 | 0.05047 | Current | 4333.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 14.0 | False | 720.0 | 739.0 | 11.0 | 10.0 | 9109.0 | 0.28 | 0.09000 | 0.0766 | 39641.0 | AA | 7.0 | 15000 | 729.5 |
| 95271 | 0.04261 | Current | 11683.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 8.0 | True | 740.0 | 759.0 | 13.0 | 13.0 | 60607.0 | 0.26 | 0.07922 | 0.0659 | 35419.0 | AA | 7.0 | 20000 | 749.5 |
| 95439 | 0.06663 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 93.0 | False | 720.0 | 739.0 | 6.0 | 6.0 | 2009.0 | 0.12 | 0.13227 | 0.1099 | 11009.0 | A | 6.0 | 7500 | 729.5 |
| 95499 | 0.04261 | Current | 5937.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 110.0 | True | 780.0 | 799.0 | 5.0 | 3.0 | 0.0 | 0.08 | 0.06726 | 0.0605 | 12000.0 | AA | 7.0 | 14000 | 789.5 |
| 95510 | 0.06663 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 41.0 | True | 680.0 | 699.0 | 12.0 | 10.0 | 24951.0 | 0.18 | 0.13799 | 0.1099 | 25549.0 | A | 6.0 | 17000 | 689.5 |
| 95522 | 0.04261 | Current | 7666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 181.0 | True | 820.0 | 839.0 | 16.0 | 15.0 | 11537.0 | 0.27 | 0.06726 | 0.0605 | 100564.0 | AA | 7.0 | 20000 | 829.5 |
| 95660 | 0.04260 | Current | 5410.083333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 120.0 | True | 820.0 | 839.0 | 15.0 | 14.0 | 6175.0 | 0.20 | 0.06726 | 0.0605 | 129125.0 | AA | 7.0 | 15000 | 829.5 |
| 95702 | 0.04929 | Current | 7416.666667 | $75,000-99,999 | 0.0 | 36 | 251.0 | 11.0 | NaN | Employed | 48.0 | True | 720.0 | 739.0 | 18.0 | 18.0 | 21799.0 | 0.12 | 0.09434 | 0.0809 | 122428.0 | AA | 7.0 | 9000 | 729.5 |
| 95795 | 0.06663 | Current | 10000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 37.0 | False | 740.0 | 759.0 | 5.0 | 4.0 | 37606.0 | 0.22 | 0.13227 | 0.1099 | 588.0 | A | 6.0 | 20000 | 749.5 |
| 95840 | 0.06970 | Current | 10000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 291.0 | True | 760.0 | 779.0 | 8.0 | 8.0 | 14318.0 | 0.29 | 0.15016 | 0.1274 | 20420.0 | B | 5.0 | 35000 | 769.5 |
| 95848 | 0.05516 | Current | 7708.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 21.0 | True | 700.0 | 719.0 | 17.0 | 15.0 | 15543.0 | 0.14 | 0.10038 | 0.0869 | 25002.0 | AA | 7.0 | 20000 | 709.5 |
| 95957 | 0.04554 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 190.0 | False | 740.0 | 759.0 | 7.0 | 6.0 | 531.0 | 0.13 | 0.08496 | 0.0716 | 26819.0 | AA | 7.0 | 20000 | 749.5 |
| 96025 | 0.04261 | Current | 6583.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 235.0 | True | 800.0 | 819.0 | 12.0 | 12.0 | 5817.0 | 0.17 | 0.06726 | 0.0605 | 54303.0 | AA | 7.0 | 12000 | 809.5 |
| 96074 | 0.04554 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 17.0 | True | 720.0 | 739.0 | 9.0 | 9.0 | 5942.0 | 0.15 | 0.08496 | 0.0716 | 558.0 | AA | 7.0 | 15000 | 729.5 |
| 96137 | 0.04929 | Current | 11250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 117.0 | True | 700.0 | 719.0 | 7.0 | 6.0 | 22482.0 | 0.04 | 0.09434 | 0.0809 | 4743.0 | AA | 7.0 | 2000 | 709.5 |
| 96162 | 0.06388 | Current | 7055.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 101.0 | False | 720.0 | 739.0 | 7.0 | 6.0 | 2620.0 | 0.22 | 0.13227 | 0.1099 | 3480.0 | A | 6.0 | 17000 | 729.5 |
| 96265 | 0.04929 | Current | 12916.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 130.0 | True | 780.0 | 799.0 | 9.0 | 8.0 | 10155.0 | 0.12 | 0.09469 | 0.0809 | 28245.0 | AA | 7.0 | 30000 | 789.5 |
| 96334 | 0.05516 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 28.0 | True | 780.0 | 799.0 | 13.0 | 12.0 | 15590.0 | 0.20 | 0.09975 | 0.0869 | 46710.0 | AA | 7.0 | 16000 | 789.5 |
| 96965 | 0.04554 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 70.0 | True | 760.0 | 779.0 | 16.0 | 16.0 | 8525.0 | 0.16 | 0.08496 | 0.0716 | 55399.0 | AA | 7.0 | 7000 | 769.5 |
| 97019 | 0.04260 | Current | 12916.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 42.0 | True | 780.0 | 799.0 | 10.0 | 10.0 | 15173.0 | 0.10 | 0.06726 | 0.0605 | 82427.0 | AA | 7.0 | 16579 | 789.5 |
| 97099 | 0.05516 | Current | 10416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 132.0 | True | 780.0 | 799.0 | 10.0 | 10.0 | 15379.0 | 0.21 | 0.10038 | 0.0869 | 46202.0 | AA | 7.0 | 35000 | 789.5 |
| 97189 | 0.06706 | Current | 1916.666667 | $1-24,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Full-time | 100.0 | False | 720.0 | 739.0 | 8.0 | 6.0 | 5634.0 | 0.45 | 0.14751 | 0.1189 | 5471.0 | A | 6.0 | 4000 | 729.5 |
| 97213 | 0.04260 | Current | 3750.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 16.0 | False | 760.0 | 779.0 | 7.0 | 7.0 | 4970.0 | 0.06 | 0.06726 | 0.0605 | 72730.0 | AA | 7.0 | 5500 | 769.5 |
| 97307 | 0.06081 | Current | 7916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 122.0 | True | 700.0 | 719.0 | 14.0 | 14.0 | 38138.0 | 0.37 | 0.13189 | 0.1039 | 30062.0 | A | 6.0 | 15000 | 709.5 |
| 97350 | 0.05879 | Current | 6000.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 85.0 | False | 740.0 | 759.0 | 13.0 | 13.0 | 21262.0 | 0.20 | 0.12113 | 0.0990 | 28630.0 | A | 6.0 | 20000 | 749.5 |
| 97529 | 0.05047 | Current | 9500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 193.0 | True | 740.0 | 759.0 | 10.0 | 10.0 | 23681.0 | 0.12 | 0.09000 | 0.0766 | 31511.0 | AA | 7.0 | 20000 | 749.5 |
| 97779 | 0.04261 | Current | 6553.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 77.0 | True | 780.0 | 799.0 | 6.0 | 6.0 | 203.0 | 0.10 | 0.06726 | 0.0605 | 30747.0 | AA | 7.0 | 19000 | 789.5 |
| 97837 | 0.06499 | Current | 7750.000000 | $75,000-99,999 | 3.0 | 36 | 0.0 | 11.0 | NaN | Employed | 51.0 | False | 660.0 | 679.0 | 5.0 | 5.0 | 2877.0 | 0.11 | 0.14206 | 0.1139 | 423.0 | A | 6.0 | 3000 | 669.5 |
| 97954 | 0.04261 | Current | 10416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 16.0 | True | 760.0 | 779.0 | 8.0 | 8.0 | 65926.0 | 0.10 | 0.07922 | 0.0659 | 47574.0 | AA | 7.0 | 12000 | 769.5 |
| 97975 | 0.04261 | Current | 11833.333333 | $100,000+ | 6.0 | 36 | 0.0 | 11.0 | NaN | Employed | 58.0 | False | 700.0 | 719.0 | 7.0 | 7.0 | 4194.0 | 0.10 | 0.07957 | 0.0659 | 9806.0 | AA | 7.0 | 8500 | 709.5 |
| 98221 | 0.04929 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 59.0 | True | 780.0 | 799.0 | 18.0 | 17.0 | 24976.0 | 0.40 | 0.09434 | 0.0809 | 63924.0 | AA | 7.0 | 15000 | 789.5 |
| 98251 | 0.04261 | Current | 15166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 138.0 | True | 720.0 | 739.0 | 9.0 | 8.0 | 81433.0 | 0.19 | 0.07922 | 0.0659 | 25367.0 | AA | 7.0 | 20000 | 729.5 |
| 98326 | 0.04929 | Current | 10666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 125.0 | True | 780.0 | 799.0 | 12.0 | 12.0 | 25974.0 | 0.18 | 0.09434 | 0.0809 | 48496.0 | AA | 7.0 | 25000 | 789.5 |
| 98420 | 0.04261 | Current | 16250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 153.0 | True | 760.0 | 779.0 | 11.0 | 10.0 | 11764.0 | 0.11 | 0.07922 | 0.0659 | 63736.0 | AA | 7.0 | 20000 | 769.5 |
| 98478 | 0.06388 | Current | 10416.666667 | $100,000+ | 2.0 | 36 | 0.0 | 11.0 | NaN | Employed | 354.0 | True | 680.0 | 699.0 | 10.0 | 9.0 | 11028.0 | 0.13 | 0.13799 | 0.1099 | 5250.0 | A | 6.0 | 18000 | 689.5 |
| 98799 | 0.07487 | Current | 7916.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 156.0 | False | 720.0 | 739.0 | 11.0 | 11.0 | 17956.0 | 0.28 | 0.15271 | 0.1299 | 7784.0 | A | 6.0 | 25000 | 729.5 |
| 98842 | 0.04529 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 12.0 | True | 780.0 | 799.0 | 8.0 | 8.0 | 9089.0 | 0.11 | 0.07922 | 0.0659 | 56365.0 | AA | 7.0 | 19000 | 789.5 |
| 98856 | 0.07344 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 311.0 | False | 660.0 | 679.0 | 7.0 | 7.0 | 14630.0 | 0.16 | 0.16304 | 0.1400 | 23545.0 | B | 5.0 | 8000 | 669.5 |
| 99030 | 0.05047 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 84.0 | True | 780.0 | 799.0 | 13.0 | 13.0 | 4579.0 | 0.22 | 0.08495 | 0.0766 | 58509.0 | AA | 7.0 | 3000 | 789.5 |
| 99052 | 0.04261 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 338.0 | True | 760.0 | 779.0 | 14.0 | 14.0 | 108390.0 | 0.14 | 0.07922 | 0.0659 | 102110.0 | AA | 7.0 | 4500 | 769.5 |
| 99092 | 0.05047 | Current | 12916.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 354.0 | True | 760.0 | 779.0 | 11.0 | 11.0 | 16925.0 | 0.14 | 0.09000 | 0.0766 | 90285.0 | AA | 7.0 | 20000 | 769.5 |
| 99098 | 0.06291 | Current | 6085.000000 | $50,000-74,999 | 3.0 | 36 | 0.0 | 11.0 | NaN | Employed | 270.0 | False | 680.0 | 699.0 | 9.0 | 9.0 | 6538.0 | 0.12 | 0.13734 | 0.1089 | 3824.0 | A | 6.0 | 4000 | 689.5 |
| 99284 | 0.05342 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 148.0 | True | 700.0 | 719.0 | 9.0 | 8.0 | 120814.0 | 0.21 | 0.11563 | 0.0879 | 25493.0 | A | 6.0 | 19000 | 709.5 |
| 99484 | 0.06968 | Current | 3958.333333 | $25,000-49,999 | 11.0 | 60 | 0.0 | 11.0 | NaN | Employed | 41.0 | False | 700.0 | 719.0 | 5.0 | 5.0 | 682.0 | 0.18 | 0.13840 | 0.1159 | 4768.0 | A | 6.0 | 15000 | 709.5 |
| 99618 | 0.04261 | Current | 9666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 68.0 | False | 780.0 | 799.0 | 12.0 | 9.0 | 7078.0 | 0.19 | 0.06726 | 0.0605 | 37096.0 | AA | 7.0 | 19000 | 789.5 |
| 99737 | 0.08004 | Current | 5916.666667 | $50,000-74,999 | 31.0 | 60 | 0.0 | 11.0 | NaN | Employed | 100.0 | False | 640.0 | 659.0 | 10.0 | 8.0 | 4901.0 | 0.15 | 0.16713 | 0.1440 | 1315.0 | B | 5.0 | 15000 | 649.5 |
| 99809 | 0.04554 | Current | 6500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 0.0 | True | 760.0 | 779.0 | 11.0 | 11.0 | 22790.0 | 0.16 | 0.08496 | 0.0716 | 69344.0 | AA | 7.0 | 20000 | 769.5 |
| 99820 | 0.06663 | Current | 4333.333333 | $50,000-74,999 | 11.0 | 36 | 0.0 | 11.0 | NaN | Employed | 352.0 | False | 660.0 | 679.0 | 7.0 | 7.0 | 6341.0 | 0.11 | 0.13799 | 0.1099 | 959.0 | A | 6.0 | 5000 | 669.5 |
| 99836 | 0.07192 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 173.0 | True | 680.0 | 699.0 | 14.0 | 8.0 | 1312.0 | 0.27 | 0.17151 | 0.1355 | 2388.0 | B | 5.0 | 2000 | 689.5 |
| 99904 | 0.04554 | Current | 7750.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 64.0 | True | 720.0 | 739.0 | 11.0 | 11.0 | 15033.0 | 0.20 | 0.08496 | 0.0716 | 14629.0 | AA | 7.0 | 12000 | 729.5 |
| 99949 | 0.04260 | Current | 7333.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 33.0 | True | 820.0 | 839.0 | 10.0 | 10.0 | 770.0 | 0.28 | 0.06726 | 0.0605 | 68330.0 | AA | 7.0 | 15000 | 829.5 |
| 100191 | 0.04929 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 76.0 | True | 740.0 | 759.0 | 12.0 | 12.0 | 46366.0 | 0.33 | 0.09469 | 0.0809 | 98534.0 | AA | 7.0 | 10000 | 749.5 |
| 100299 | 0.05516 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 107.0 | True | 760.0 | 779.0 | 9.0 | 9.0 | 4873.0 | 0.42 | 0.10038 | 0.0869 | 17027.0 | AA | 7.0 | 15000 | 769.5 |
| 100303 | 0.06388 | Current | 7333.333333 | $75,000-99,999 | 7.0 | 36 | 0.0 | 11.0 | NaN | Employed | 27.0 | True | 640.0 | 659.0 | 7.0 | 6.0 | 18775.0 | 0.26 | 0.13799 | 0.1099 | 3815.0 | A | 6.0 | 14000 | 649.5 |
| 100356 | 0.06388 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 60 | 117.0 | 11.0 | NaN | Employed | 173.0 | True | 720.0 | 739.0 | 16.0 | 15.0 | 24159.0 | 0.30 | 0.13227 | 0.1099 | 27546.0 | A | 6.0 | 20000 | 729.5 |
| 100466 | 0.04554 | Current | 18333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 151.0 | True | 740.0 | 759.0 | 10.0 | 9.0 | 48389.0 | 0.11 | 0.08496 | 0.0716 | 32601.0 | AA | 7.0 | 20000 | 749.5 |
| 100521 | 0.04929 | Current | 6791.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 1.0 | False | 700.0 | 719.0 | 8.0 | 8.0 | 4706.0 | 0.11 | 0.09434 | 0.0809 | 994.0 | AA | 7.0 | 5000 | 709.5 |
| 100633 | 0.04261 | Current | 3591.666667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 116.0 | True | 820.0 | 839.0 | 9.0 | 9.0 | 1786.0 | 0.23 | 0.06726 | 0.0605 | 29518.0 | AA | 7.0 | 10000 | 829.5 |
| 100777 | 0.06663 | Completed | 3250.000000 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 146.0 | True | 720.0 | 739.0 | 10.0 | 9.0 | 2936.0 | 0.19 | 0.13227 | 0.1099 | 30009.0 | A | 6.0 | 8500 | 729.5 |
| 100896 | 0.06153 | Current | 14583.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 145.0 | True | 740.0 | 759.0 | 12.0 | 11.0 | 21221.0 | 0.08 | 0.12113 | 0.0990 | 23511.0 | A | 6.0 | 7000 | 749.5 |
| 100909 | 0.06388 | Current | 4583.333333 | $50,000-74,999 | 3.0 | 36 | 0.0 | 11.0 | NaN | Employed | 228.0 | False | 680.0 | 699.0 | 11.0 | 11.0 | 1609.0 | 0.15 | 0.13799 | 0.1099 | 7712.0 | A | 6.0 | 15000 | 689.5 |
| 100940 | 0.05047 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 26.0 | True | 720.0 | 739.0 | 10.0 | 10.0 | 18603.0 | 0.26 | 0.09000 | 0.0766 | 34739.0 | AA | 7.0 | 5000 | 729.5 |
| 100980 | 0.08321 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 53.0 | True | 700.0 | 719.0 | 19.0 | 18.0 | 111055.0 | 0.39 | 0.19859 | 0.1620 | 38848.0 | B | 5.0 | 2500 | 709.5 |
| 101088 | 0.06499 | Current | 8500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 172.0 | True | 660.0 | 679.0 | 8.0 | 8.0 | 6994.0 | 0.28 | 0.14243 | 0.1139 | 5778.0 | A | 6.0 | 10000 | 669.5 |
| 101116 | 0.06081 | Current | 13333.333333 | $100,000+ | 0.0 | 36 | 97.0 | 11.0 | NaN | Employed | 31.0 | True | 700.0 | 719.0 | 10.0 | 10.0 | 46661.0 | 0.17 | 0.13189 | 0.1039 | 25444.0 | A | 6.0 | 25000 | 709.5 |
| 101337 | 0.05516 | Current | 11141.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 13.0 | True | 800.0 | 819.0 | 4.0 | 4.0 | 3146.0 | 0.09 | 0.10038 | 0.0869 | 23704.0 | AA | 7.0 | 30000 | 809.5 |
| 101704 | 0.05298 | Current | 2750.000000 | $25,000-49,999 | 8.0 | 36 | 0.0 | 11.0 | NaN | Self-employed | 57.0 | False | 700.0 | 719.0 | 7.0 | 7.0 | 10127.0 | NaN | 0.09534 | 0.0819 | 25920.0 | AA | 7.0 | 3000 | 709.5 |
| 101713 | 0.04260 | Current | 7916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 147.0 | True | 820.0 | 839.0 | 16.0 | 16.0 | 20448.0 | 0.09 | 0.06726 | 0.0605 | 61060.0 | AA | 7.0 | 10000 | 829.5 |
| 101885 | 0.04261 | Current | 10833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 83.0 | True | 720.0 | 739.0 | 23.0 | 21.0 | 16214.0 | 0.14 | 0.07922 | 0.0659 | 28492.0 | AA | 7.0 | 20000 | 729.5 |
| 101929 | 0.04554 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 27.0 | True | 720.0 | 739.0 | 16.0 | 10.0 | 16860.0 | 0.26 | 0.08496 | 0.0716 | 19449.0 | AA | 7.0 | 12000 | 729.5 |
| 101974 | 0.04806 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 416.0 | False | 760.0 | 779.0 | 20.0 | 17.0 | 16832.0 | 0.31 | 0.09030 | 0.0769 | 43397.0 | AA | 7.0 | 5000 | 769.5 |
| 102064 | 0.06910 | Current | 4083.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 22.0 | False | 700.0 | 719.0 | 11.0 | 11.0 | 9046.0 | 0.47 | 0.15223 | 0.1239 | 4136.0 | A | 6.0 | 12260 | 709.5 |
| 102122 | 0.05516 | Current | 6333.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 29.0 | True | 840.0 | 859.0 | 9.0 | 8.0 | 682.0 | 0.12 | 0.09975 | 0.0869 | 27037.0 | AA | 7.0 | 20000 | 849.5 |
| 102165 | 0.06306 | Current | 27083.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 51.0 | False | 700.0 | 719.0 | 6.0 | 6.0 | 7966.0 | 0.10 | 0.13455 | 0.1119 | 1534.0 | A | 6.0 | 19600 | 709.5 |
| 102211 | 0.04231 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 113.0 | True | 780.0 | 799.0 | 14.0 | 12.0 | 32602.0 | 0.20 | 0.07620 | 0.0629 | 34101.0 | AA | 7.0 | 20000 | 789.5 |
| 102287 | 0.05047 | Current | 13750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 16.0 | False | 740.0 | 759.0 | 13.0 | 13.0 | 50981.0 | 0.13 | 0.09000 | 0.0766 | 52069.0 | AA | 7.0 | 12500 | 749.5 |
| 102347 | 0.04260 | Current | 5000.000000 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 153.0 | True | 840.0 | 859.0 | 13.0 | 11.0 | 479.0 | 0.05 | 0.06726 | 0.0605 | 68621.0 | AA | 7.0 | 2000 | 849.5 |
| 102498 | 0.06970 | Current | 8750.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 283.0 | True | 700.0 | 719.0 | 8.0 | 8.0 | 13305.0 | 0.21 | 0.15016 | 0.1274 | 845.0 | B | 5.0 | 25000 | 709.5 |
| 102537 | 0.04929 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 24.0 | True | 720.0 | 739.0 | 14.0 | 13.0 | 26500.0 | 0.20 | 0.09434 | 0.0809 | 32300.0 | AA | 7.0 | 10000 | 729.5 |
| 102617 | 0.04554 | Current | 11250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 11.0 | True | 720.0 | 739.0 | 8.0 | 8.0 | 5336.0 | 0.11 | 0.08496 | 0.0716 | 9714.0 | AA | 7.0 | 15000 | 729.5 |
| 102629 | 0.04260 | Completed | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 21.0 | True | 780.0 | 799.0 | 9.0 | 9.0 | 263.0 | 0.14 | 0.06726 | 0.0605 | 19837.0 | AA | 7.0 | 14000 | 789.5 |
| 102652 | 0.05298 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 267.0 | False | 700.0 | 719.0 | 13.0 | 11.0 | 27581.0 | 0.19 | 0.09534 | 0.0819 | 5235.0 | AA | 7.0 | 10000 | 709.5 |
| 102680 | 0.04554 | Current | 5387.166667 | $50,000-74,999 | 12.0 | 36 | 0.0 | 11.0 | NaN | Employed | 124.0 | True | 720.0 | 739.0 | 11.0 | 10.0 | 17429.0 | 0.17 | 0.08496 | 0.0716 | 16081.0 | AA | 7.0 | 15000 | 729.5 |
| 102689 | 0.04260 | Current | 7666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 24.0 | True | 760.0 | 779.0 | 12.0 | 10.0 | 2390.0 | 0.13 | 0.06726 | 0.0605 | 15764.0 | AA | 7.0 | 6500 | 769.5 |
| 102852 | 0.06081 | Current | 6333.333333 | $75,000-99,999 | 6.0 | 36 | 0.0 | 11.0 | NaN | Employed | 262.0 | False | 660.0 | 679.0 | 5.0 | 2.0 | 220.0 | 0.13 | 0.13189 | 0.1039 | 0.0 | A | 6.0 | 8000 | 669.5 |
| 102853 | 0.08724 | Current | 9666.666667 | $100,000+ | 35.0 | 60 | 0.0 | 11.0 | NaN | Employed | 110.0 | False | 660.0 | 679.0 | 6.0 | 5.0 | 626.0 | 0.19 | 0.20808 | 0.1840 | 1124.0 | C | 4.0 | 22000 | 669.5 |
| 102997 | 0.07344 | Current | 12500.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 7.0 | True | 720.0 | 739.0 | 21.0 | 20.0 | 46018.0 | 0.24 | 0.16304 | 0.1400 | 27418.0 | B | 5.0 | 35000 | 729.5 |
| 103129 | 0.07078 | Current | 9583.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 85.0 | True | 700.0 | 719.0 | 11.0 | 11.0 | 57364.0 | 0.21 | 0.14249 | 0.1199 | 25543.0 | A | 6.0 | 20000 | 709.5 |
| 103244 | 0.05470 | Current | 4916.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 218.0 | True | 780.0 | 799.0 | 11.0 | 10.0 | 14370.0 | 0.17 | 0.11421 | 0.0920 | 78280.0 | A | 6.0 | 15000 | 789.5 |
| 103283 | 0.04554 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 281.0 | True | 760.0 | 779.0 | 9.0 | 9.0 | 9031.0 | 0.16 | 0.08531 | 0.0716 | 34870.0 | AA | 7.0 | 15000 | 769.5 |
| 103397 | 0.04261 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 194.0 | False | 780.0 | 799.0 | 6.0 | 5.0 | 12950.0 | 0.10 | 0.06726 | 0.0605 | 63850.0 | AA | 7.0 | 9628 | 789.5 |
| 103452 | 0.04929 | Current | 7583.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 35.0 | True | 820.0 | 839.0 | 19.0 | 16.0 | 7300.0 | 0.20 | 0.09390 | 0.0809 | 62095.0 | AA | 7.0 | 18000 | 829.5 |
| 103574 | 0.05047 | Current | 7750.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 55.0 | False | 720.0 | 739.0 | 9.0 | 9.0 | 12393.0 | 0.29 | 0.09000 | 0.0766 | 28276.0 | AA | 7.0 | 19500 | 729.5 |
| 103641 | 0.06153 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 28.0 | True | 740.0 | 759.0 | 14.0 | 14.0 | 22677.0 | 0.40 | 0.12691 | 0.0990 | 81228.0 | A | 6.0 | 15000 | 749.5 |
| 103690 | 0.06663 | Current | 10000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 85.0 | True | 740.0 | 759.0 | 19.0 | 18.0 | 27081.0 | 0.18 | 0.13227 | 0.1099 | 115819.0 | A | 6.0 | 20000 | 749.5 |
| 103745 | 0.06153 | Current | 13750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 9.0 | True | 780.0 | 799.0 | 13.0 | 12.0 | 84572.0 | 0.22 | 0.12691 | 0.0990 | 79717.0 | A | 6.0 | 35000 | 789.5 |
| 103796 | 0.05879 | Current | 6500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 227.0 | False | 700.0 | 719.0 | 13.0 | 13.0 | 45837.0 | 0.34 | 0.12691 | 0.0990 | 67931.0 | A | 6.0 | 12000 | 709.5 |
| 103844 | 0.04260 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 73.0 | True | 760.0 | 779.0 | 8.0 | 6.0 | 4280.0 | 0.18 | 0.06726 | 0.0605 | 10920.0 | AA | 7.0 | 12000 | 769.5 |
| 103852 | 0.08421 | Past Due (61-90 days) | 31250.000000 | $100,000+ | 20.0 | 60 | 9185.0 | 11.0 | NaN | Employed | 113.0 | True | 680.0 | 699.0 | 10.0 | 9.0 | 12211.0 | 0.09 | 0.18965 | 0.1660 | 14889.0 | C | 4.0 | 15000 | 689.5 |
| 104205 | 0.04929 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 11.0 | False | 740.0 | 759.0 | 14.0 | 14.0 | 21431.0 | 0.35 | 0.09469 | 0.0809 | 32943.0 | AA | 7.0 | 5000 | 749.5 |
| 104216 | 0.07344 | Current | 10000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 62.0 | True | 660.0 | 679.0 | 9.0 | 8.0 | 21342.0 | 0.14 | 0.16304 | 0.1400 | 8358.0 | B | 5.0 | 14000 | 669.5 |
| 104338 | 0.07045 | Current | 8333.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 36.0 | False | 680.0 | 699.0 | 8.0 | 8.0 | 17402.0 | 0.21 | 0.17198 | 0.1485 | 12698.0 | B | 5.0 | 25000 | 689.5 |
| 104604 | 0.04260 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 437.0 | True | 780.0 | 799.0 | 11.0 | 9.0 | 14507.0 | 0.15 | 0.06726 | 0.0605 | 24946.0 | AA | 7.0 | 18000 | 789.5 |
| 104619 | 0.04929 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 15.0 | True | 820.0 | 839.0 | 7.0 | 7.0 | 1455.0 | 0.15 | 0.09367 | 0.0809 | 21545.0 | AA | 7.0 | 15000 | 829.5 |
| 104679 | 0.05516 | Completed | 10333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 63.0 | True | 720.0 | 739.0 | 20.0 | 19.0 | 40137.0 | 0.20 | 0.10038 | 0.0869 | 37165.0 | AA | 7.0 | 20000 | 729.5 |
| 104734 | 0.05879 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 13.0 | True | 720.0 | 739.0 | 11.0 | 9.0 | 18533.0 | 0.32 | 0.12691 | 0.0990 | 13267.0 | A | 6.0 | 15000 | 729.5 |
| 104813 | 0.06970 | Current | 13750.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 7.0 | False | 740.0 | 759.0 | 10.0 | 9.0 | 30126.0 | 0.19 | 0.15016 | 0.1274 | 22374.0 | B | 5.0 | 35000 | 749.5 |
| 104860 | 0.05047 | Current | 10416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 122.0 | True | 740.0 | 759.0 | 6.0 | 5.0 | 35401.0 | 0.15 | 0.09000 | 0.0766 | 6349.0 | AA | 7.0 | 20000 | 749.5 |
| 105005 | 0.06388 | Current | 7000.000000 | $75,000-99,999 | 29.0 | 36 | 805.0 | 11.0 | NaN | Employed | 209.0 | False | 680.0 | 699.0 | 6.0 | 6.0 | 617.0 | 0.23 | 0.13836 | 0.1099 | 3633.0 | A | 6.0 | 12000 | 689.5 |
| 105043 | 0.08321 | Current | 5500.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Other | 8.0 | True | 680.0 | 699.0 | 16.0 | 14.0 | 21261.0 | 0.36 | 0.18555 | 0.1620 | 4516.0 | B | 5.0 | 15000 | 689.5 |
| 105127 | 0.06388 | Current | 6000.000000 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 78.0 | True | 720.0 | 739.0 | 14.0 | 12.0 | 37224.0 | 0.27 | 0.13227 | 0.1099 | 14297.0 | A | 6.0 | 11000 | 729.5 |
| 105164 | 0.08004 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 60 | 957.0 | 11.0 | NaN | Employed | 119.0 | False | 640.0 | 659.0 | 12.0 | 10.0 | 3345.0 | 0.13 | 0.16713 | 0.1440 | 2198.0 | B | 5.0 | 11000 | 649.5 |
| 105347 | 0.04261 | Current | 12583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 37.0 | True | 760.0 | 779.0 | 13.0 | 11.0 | 55699.0 | 0.17 | 0.06726 | 0.0605 | 25011.0 | AA | 7.0 | 11400 | 769.5 |
| 105377 | 0.04806 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 40.0 | True | 780.0 | 799.0 | 19.0 | 17.0 | 27414.0 | 0.25 | 0.09030 | 0.0769 | 140836.0 | AA | 7.0 | 25000 | 789.5 |
| 105677 | 0.06499 | Current | 19166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 271.0 | True | 720.0 | 739.0 | 19.0 | 19.0 | 56269.0 | 0.18 | 0.14206 | 0.1139 | 48375.0 | A | 6.0 | 35000 | 729.5 |
| 105695 | 0.04260 | Current | 14583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 17.0 | False | 780.0 | 799.0 | 6.0 | 4.0 | 3728.0 | 0.03 | 0.06726 | 0.0605 | 62272.0 | AA | 7.0 | 12000 | 789.5 |
| 105789 | 0.07077 | Current | 10000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 148.0 | True | 700.0 | 719.0 | 18.0 | 16.0 | 16382.0 | 0.29 | 0.15449 | 0.1314 | 24442.0 | B | 5.0 | 24000 | 709.5 |
| 105800 | 0.06663 | Current | 1800.000000 | $1-24,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 38.0 | False | 760.0 | 779.0 | 7.0 | 6.0 | 3603.0 | 0.47 | 0.13799 | 0.1099 | 7770.0 | A | 6.0 | 4000 | 769.5 |
| 105847 | 0.07487 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 163.0 | True | 740.0 | 759.0 | 16.0 | 16.0 | 41687.0 | 0.31 | 0.15271 | 0.1299 | 64483.0 | A | 6.0 | 15000 | 749.5 |
| 105987 | 0.04261 | Current | 7000.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 450.0 | False | 700.0 | 719.0 | 15.0 | 15.0 | 16534.0 | 0.16 | 0.07922 | 0.0659 | 40358.0 | AA | 7.0 | 15000 | 709.5 |
| 106055 | 0.05342 | Current | 12500.000000 | $100,000+ | 13.0 | 36 | 1480.0 | 11.0 | NaN | Employed | 114.0 | True | 700.0 | 719.0 | 28.0 | 26.0 | 10652.0 | 0.14 | 0.11563 | 0.0879 | 18501.0 | A | 6.0 | 9000 | 709.5 |
| 106149 | 0.04806 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 102.0 | True | 760.0 | 779.0 | 6.0 | 6.0 | 6186.0 | 0.40 | 0.09065 | 0.0769 | 4614.0 | AA | 7.0 | 15000 | 769.5 |
| 106168 | 0.06462 | Current | 4224.166667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 133.0 | True | 760.0 | 779.0 | 28.0 | 25.0 | 19588.0 | 0.50 | 0.13301 | 0.1050 | 74574.0 | A | 6.0 | 3000 | 769.5 |
| 106184 | 0.04929 | Current | 15416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 384.0 | True | 800.0 | 819.0 | 12.0 | 9.0 | 18646.0 | 0.15 | 0.09434 | 0.0809 | 37154.0 | AA | 7.0 | 30000 | 809.5 |
| 106250 | 0.04231 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 18.0 | False | 740.0 | 759.0 | 9.0 | 8.0 | 3341.0 | 0.12 | 0.07620 | 0.0629 | 27559.0 | AA | 7.0 | 15000 | 749.5 |
| 106256 | 0.06388 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 0.0 | False | 680.0 | 699.0 | 6.0 | 6.0 | 3488.0 | 0.09 | 0.13799 | 0.1099 | 10777.0 | A | 6.0 | 6000 | 689.5 |
| 106335 | 0.06388 | Current | 10269.750000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 175.0 | True | 720.0 | 739.0 | 11.0 | 11.0 | 37385.0 | 0.21 | 0.13227 | 0.1099 | 3900.0 | A | 6.0 | 20000 | 729.5 |
| 106424 | 0.06081 | Current | 4666.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 22.0 | True | 740.0 | 759.0 | 12.0 | 12.0 | 38474.0 | 0.19 | 0.12614 | 0.1039 | 9115.0 | A | 6.0 | 6100 | 749.5 |
| 106529 | 0.07487 | Current | 3666.666667 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 164.0 | True | 700.0 | 719.0 | 19.0 | 19.0 | 26761.0 | 0.40 | 0.15833 | 0.1299 | 9443.0 | A | 6.0 | 10000 | 709.5 |
| 106543 | 0.04260 | Current | 8750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 78.0 | True | 780.0 | 799.0 | 12.0 | 10.0 | 19261.0 | 0.17 | 0.06726 | 0.0605 | 31551.0 | AA | 7.0 | 12000 | 789.5 |
| 106598 | 0.05879 | Current | 2500.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 152.0 | True | 720.0 | 739.0 | 7.0 | 7.0 | 5526.0 | 0.39 | 0.12691 | 0.0990 | 5974.0 | A | 6.0 | 4000 | 729.5 |
| 106800 | 0.04261 | Current | 10333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 243.0 | True | 740.0 | 759.0 | 12.0 | 12.0 | 47685.0 | 0.16 | 0.07922 | 0.0659 | 59315.0 | AA | 7.0 | 20000 | 749.5 |
| 106813 | 0.04554 | Current | 16666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 6.0 | False | 760.0 | 779.0 | 13.0 | 9.0 | 4.0 | 0.12 | 0.08531 | 0.0716 | 10746.0 | AA | 7.0 | 16500 | 769.5 |
| 106918 | 0.06388 | Current | 7500.000000 | $75,000-99,999 | 7.0 | 36 | 34225.0 | 11.0 | NaN | Employed | 37.0 | False | 680.0 | 699.0 | 6.0 | 6.0 | 6118.0 | 0.07 | 0.13799 | 0.1099 | 1770.0 | A | 6.0 | 7000 | 689.5 |
| 107078 | 0.06663 | Current | 5416.666667 | $50,000-74,999 | 5.0 | 36 | 0.0 | 11.0 | NaN | Employed | 63.0 | True | 660.0 | 679.0 | 8.0 | 6.0 | 953.0 | 0.13 | 0.13799 | 0.1099 | 2729.0 | A | 6.0 | 3500 | 669.5 |
| 107086 | 0.04260 | Current | 4333.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 120.0 | False | 800.0 | 819.0 | 7.0 | 7.0 | 513.0 | 0.03 | 0.06726 | 0.0605 | 36888.0 | AA | 7.0 | 2000 | 809.5 |
| 107164 | 0.04260 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 9.0 | False | 800.0 | 819.0 | 5.0 | 5.0 | 3824.0 | 0.13 | 0.06726 | 0.0605 | 50126.0 | AA | 7.0 | 3824 | 809.5 |
| 107309 | 0.05047 | Current | 2833.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 121.0 | True | 740.0 | 759.0 | 12.0 | 7.0 | 0.0 | 0.14 | 0.09000 | 0.0766 | 21500.0 | AA | 7.0 | 3200 | 749.5 |
| 107404 | 0.05298 | Current | 10833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 180.0 | True | 740.0 | 759.0 | 11.0 | 11.0 | 43862.0 | 0.16 | 0.09534 | 0.0819 | 44468.0 | AA | 7.0 | 20000 | 749.5 |
| 107433 | 0.07400 | Current | 6666.666667 | $75,000-99,999 | 7.0 | 60 | 0.0 | 11.0 | NaN | Employed | 161.0 | True | 640.0 | 659.0 | 3.0 | 3.0 | 0.0 | 0.12 | 0.16686 | 0.1435 | 800.0 | B | 5.0 | 10000 | 649.5 |
| 107617 | 0.04929 | Current | 3038.833333 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 68.0 | True | 800.0 | 819.0 | 8.0 | 8.0 | 28756.0 | 0.10 | 0.09367 | 0.0809 | 35544.0 | AA | 7.0 | 10000 | 809.5 |
| 107893 | 0.04806 | Current | 6083.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 20.0 | False | 720.0 | 739.0 | 20.0 | 15.0 | 14942.0 | 0.17 | 0.09065 | 0.0769 | 24798.0 | AA | 7.0 | 5000 | 729.5 |
| 107918 | 0.04806 | Current | 12916.666667 | $100,000+ | 7.0 | 36 | 0.0 | 11.0 | NaN | Employed | 14.0 | True | 720.0 | 739.0 | 20.0 | 16.0 | 17708.0 | 0.20 | 0.09030 | 0.0769 | 35317.0 | AA | 7.0 | 20000 | 729.5 |
| 107985 | 0.04554 | Current | 3750.000000 | $25,000-49,999 | 3.0 | 36 | 0.0 | 11.0 | NaN | Employed | 71.0 | True | 720.0 | 739.0 | 10.0 | 10.0 | 2141.0 | 0.21 | 0.08496 | 0.0716 | 9460.0 | AA | 7.0 | 3000 | 729.5 |
| 108096 | 0.04806 | Current | 6833.333333 | $75,000-99,999 | 1.0 | 36 | 0.0 | 11.0 | NaN | Employed | 92.0 | False | 700.0 | 719.0 | 7.0 | 7.0 | 6659.0 | 0.14 | 0.09030 | 0.0769 | 26554.0 | AA | 7.0 | 9000 | 709.5 |
| 108127 | 0.04260 | Current | 4580.916667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 49.0 | True | 780.0 | 799.0 | 14.0 | 14.0 | 9929.0 | 0.24 | 0.06726 | 0.0605 | 57542.0 | AA | 7.0 | 15000 | 789.5 |
| 108156 | 0.05047 | Current | 6500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 75.0 | True | 720.0 | 739.0 | 9.0 | 9.0 | 23969.0 | 0.26 | 0.09000 | 0.0766 | 47849.0 | AA | 7.0 | 20000 | 729.5 |
| 108157 | 0.04261 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 334.0 | False | 760.0 | 779.0 | 10.0 | 10.0 | 12433.0 | 0.22 | 0.06726 | 0.0605 | 32191.0 | AA | 7.0 | 15000 | 769.5 |
| 108239 | 0.06291 | Current | 7500.000000 | $75,000-99,999 | 23.0 | 36 | 0.0 | 11.0 | NaN | Full-time | 65.0 | True | 680.0 | 699.0 | 8.0 | 7.0 | 6420.0 | 0.15 | 0.13734 | 0.1089 | 1835.0 | A | 6.0 | 15000 | 689.5 |
| 108297 | 0.06499 | Defaulted | 6250.000000 | $75,000-99,999 | 36.0 | 36 | 330.0 | 11.0 | NaN | Self-employed | 7.0 | False | 660.0 | 679.0 | 6.0 | 5.0 | 491.0 | NaN | 0.14206 | 0.1139 | 3700.0 | A | 6.0 | 2500 | 669.5 |
| 108518 | 0.06462 | Current | 6916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 31.0 | True | 700.0 | 719.0 | 11.0 | 11.0 | 28729.0 | 0.34 | 0.13301 | 0.1050 | 10940.0 | A | 6.0 | 15000 | 709.5 |
| 108563 | 0.07078 | Current | 15000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 89.0 | False | 740.0 | 759.0 | 12.0 | 11.0 | 7694.0 | 0.21 | 0.14249 | 0.1199 | 10706.0 | A | 6.0 | 25000 | 749.5 |
| 108568 | 0.04261 | Current | 9416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 142.0 | False | 720.0 | 739.0 | 13.0 | 11.0 | 52358.0 | 0.23 | 0.07922 | 0.0659 | 61742.0 | AA | 7.0 | 20000 | 729.5 |
| 108622 | 0.04529 | Current | 4783.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 50.0 | True | 760.0 | 779.0 | 10.0 | 7.0 | 4534.0 | 0.08 | 0.07922 | 0.0659 | 45866.0 | AA | 7.0 | 3000 | 769.5 |
| 108740 | 0.04261 | Current | 9750.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 149.0 | False | 720.0 | 739.0 | 24.0 | 24.0 | 9015.0 | 0.18 | 0.07922 | 0.0659 | 69472.0 | AA | 7.0 | 20000 | 729.5 |
| 108846 | 0.06910 | Current | 7750.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 269.0 | True | 660.0 | 679.0 | 7.0 | 5.0 | 19182.0 | 0.18 | 0.15223 | 0.1239 | 1018.0 | A | 6.0 | 25000 | 669.5 |
| 108958 | 0.06081 | Current | 14583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 222.0 | False | 660.0 | 679.0 | 8.0 | 8.0 | 9906.0 | 0.10 | 0.13189 | 0.1039 | 267.0 | A | 6.0 | 12000 | 669.5 |
| 108977 | 0.04806 | Current | 17083.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 67.0 | False | 780.0 | 799.0 | 10.0 | 9.0 | 25257.0 | 0.13 | 0.09065 | 0.0769 | 40293.0 | AA | 7.0 | 25000 | 789.5 |
| 109093 | 0.04261 | Current | 12500.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 65.0 | True | 760.0 | 779.0 | 14.0 | 13.0 | 86830.0 | 0.24 | 0.06726 | 0.0605 | 41070.0 | AA | 7.0 | 20000 | 769.5 |
| 109200 | 0.06291 | Current | 10000.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Full-time | 94.0 | True | 720.0 | 739.0 | 10.0 | 8.0 | 36119.0 | 0.20 | 0.13148 | 0.1089 | 4081.0 | A | 6.0 | 12000 | 729.5 |
| 109292 | 0.04231 | Current | 7700.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 273.0 | True | 740.0 | 759.0 | 13.0 | 12.0 | 20532.0 | 0.24 | 0.07620 | 0.0629 | 27268.0 | AA | 7.0 | 10000 | 749.5 |
| 109527 | 0.07192 | Current | 10416.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 140.0 | True | 680.0 | 699.0 | 13.0 | 11.0 | 37179.0 | 0.23 | 0.15844 | 0.1355 | 14113.0 | B | 5.0 | 17000 | 689.5 |
| 109546 | 0.04929 | Current | 3583.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 146.0 | True | 700.0 | 719.0 | 7.0 | 7.0 | 7736.0 | 0.14 | 0.09469 | 0.0809 | 837.0 | AA | 7.0 | 6000 | 709.5 |
| 109568 | 0.04929 | Current | 7083.333333 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 296.0 | True | 700.0 | 719.0 | 7.0 | 7.0 | 7167.0 | 0.14 | 0.09434 | 0.0809 | 5981.0 | AA | 7.0 | 13000 | 709.5 |
| 109733 | 0.06968 | Current | 16666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 33.0 | False | 640.0 | 659.0 | 13.0 | 12.0 | 47170.0 | 0.15 | 0.14409 | 0.1159 | 1174.0 | A | 6.0 | 15000 | 649.5 |
| 109758 | 0.04260 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 357.0 | True | 780.0 | 799.0 | 26.0 | 24.0 | 24118.0 | 0.18 | 0.06726 | 0.0605 | 162995.0 | AA | 7.0 | 20000 | 789.5 |
| 109796 | 0.05568 | Current | 16250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 1.0 | True | 740.0 | 759.0 | 9.0 | 9.0 | 49175.0 | 0.13 | 0.12081 | 0.0930 | 35425.0 | A | 6.0 | 30000 | 749.5 |
| 109863 | 0.08154 | Current | 11250.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 80.0 | True | 700.0 | 719.0 | 14.0 | 14.0 | 12595.0 | 0.24 | 0.17174 | 0.1485 | 30805.0 | B | 5.0 | 25000 | 709.5 |
| 109876 | 0.06081 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 272.0 | True | 740.0 | 759.0 | 12.0 | 11.0 | 37998.0 | 0.21 | 0.12614 | 0.1039 | 52502.0 | A | 6.0 | 20000 | 749.5 |
| 109901 | 0.06306 | Current | 2333.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 0.0 | False | 660.0 | 679.0 | 7.0 | 6.0 | 10620.0 | 0.21 | 0.14039 | 0.1119 | 1838.0 | A | 6.0 | 4000 | 669.5 |
| 110008 | 0.06153 | Current | 9583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 37.0 | True | 740.0 | 759.0 | 13.0 | 10.0 | 9775.0 | 0.27 | 0.12691 | 0.0990 | 45725.0 | A | 6.0 | 31000 | 749.5 |
| 110062 | 0.04231 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 21.0 | True | 740.0 | 759.0 | 14.0 | 11.0 | 9759.0 | 0.22 | 0.07654 | 0.0629 | 11076.0 | AA | 7.0 | 4000 | 749.5 |
| 110070 | 0.06499 | Current | 8000.000000 | $75,000-99,999 | 8.0 | 36 | 1792.0 | 11.0 | NaN | Employed | 20.0 | False | 660.0 | 679.0 | 10.0 | 9.0 | 13237.0 | 0.18 | 0.14243 | 0.1139 | 21563.0 | A | 6.0 | 12750 | 669.5 |
| 110155 | 0.04929 | Current | 3333.333333 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 189.0 | True | 700.0 | 719.0 | 16.0 | 16.0 | 16096.0 | 0.23 | 0.09434 | 0.0809 | 140032.0 | AA | 7.0 | 8500 | 709.5 |
| 110173 | 0.05516 | Current | 4358.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Other | 0.0 | True | 740.0 | 759.0 | 13.0 | 12.0 | 22276.0 | 0.20 | 0.10038 | 0.0869 | 67088.0 | AA | 7.0 | 11000 | 749.5 |
| 110201 | 0.04806 | Current | 7916.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 413.0 | True | 700.0 | 719.0 | 13.0 | 13.0 | 22568.0 | 0.21 | 0.09030 | 0.0769 | 9548.0 | AA | 7.0 | 10000 | 709.5 |
| 110438 | 0.04261 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 352.0 | False | 800.0 | 819.0 | 12.0 | 11.0 | 5451.0 | 0.10 | 0.06726 | 0.0605 | 51920.0 | AA | 7.0 | 5000 | 809.5 |
| 110458 | 0.04261 | Current | 7500.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 70.0 | False | 780.0 | 799.0 | 16.0 | 16.0 | 7298.0 | 0.21 | 0.07922 | 0.0659 | 54690.0 | AA | 7.0 | 6500 | 789.5 |
| 110589 | 0.04261 | Current | 9416.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 18.0 | True | 700.0 | 719.0 | 9.0 | 8.0 | 23887.0 | 0.12 | 0.07957 | 0.0659 | 28513.0 | AA | 7.0 | 20000 | 709.5 |
| 110680 | 0.04231 | Current | 10000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 84.0 | True | 740.0 | 759.0 | 19.0 | 18.0 | 21247.0 | 0.13 | 0.07620 | 0.0629 | 86853.0 | AA | 7.0 | 2000 | 749.5 |
| 110806 | 0.05298 | Current | 8083.333333 | $75,000-99,999 | 8.0 | 36 | 32969.0 | 11.0 | NaN | Employed | 51.0 | False | 700.0 | 719.0 | 8.0 | 8.0 | 5670.0 | 0.09 | 0.09534 | 0.0819 | 8618.0 | AA | 7.0 | 3500 | 709.5 |
| 110886 | 0.04261 | Current | 7750.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 81.0 | False | 780.0 | 799.0 | 7.0 | 7.0 | 8286.0 | 0.15 | 0.06726 | 0.0605 | 52099.0 | AA | 7.0 | 12000 | 789.5 |
| 110891 | 0.06388 | Current | 3750.000000 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 170.0 | True | 700.0 | 719.0 | 8.0 | 8.0 | 12569.0 | 0.20 | 0.13227 | 0.1099 | 3203.0 | A | 6.0 | 5000 | 709.5 |
| 111154 | 0.04929 | Current | 16250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 165.0 | False | 720.0 | 739.0 | 11.0 | 11.0 | 77272.0 | 0.15 | 0.09434 | 0.0809 | 50378.0 | AA | 7.0 | 16000 | 729.5 |
| 111349 | 0.04929 | Current | 6458.333333 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 184.0 | True | 800.0 | 819.0 | 26.0 | 17.0 | 2637.0 | 0.25 | 0.09367 | 0.0809 | 37747.0 | AA | 7.0 | 11500 | 809.5 |
| 111448 | 0.06663 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 61.0 | False | 660.0 | 679.0 | 9.0 | 6.0 | 11188.0 | 0.16 | 0.13799 | 0.1099 | 3812.0 | A | 6.0 | 12000 | 669.5 |
| 111464 | 0.04656 | Current | 13333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 272.0 | True | 760.0 | 779.0 | 12.0 | 12.0 | 24339.0 | 0.13 | 0.08325 | 0.0699 | 66411.0 | AA | 7.0 | 20000 | 769.5 |
| 111468 | 0.06462 | Completed | 9583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 99.0 | True | 700.0 | 719.0 | 13.0 | 12.0 | 29250.0 | 0.30 | 0.13301 | 0.1050 | 20550.0 | A | 6.0 | 13696 | 709.5 |
| 111481 | 0.04806 | Current | 11283.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 68.0 | True | 720.0 | 739.0 | 12.0 | 10.0 | 6316.0 | 0.09 | 0.09065 | 0.0769 | 12679.0 | AA | 7.0 | 6001 | 729.5 |
| 111635 | 0.04261 | Current | 11250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 19.0 | True | 780.0 | 799.0 | 15.0 | 15.0 | 34496.0 | 0.16 | 0.06726 | 0.0605 | 52660.0 | AA | 7.0 | 20000 | 789.5 |
| 111637 | 0.04806 | Current | 6250.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 56.0 | True | 720.0 | 739.0 | 14.0 | 11.0 | 11634.0 | 0.26 | 0.09065 | 0.0769 | 15666.0 | AA | 7.0 | 12000 | 729.5 |
| 111771 | 0.04231 | Current | 4583.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 116.0 | True | 740.0 | 759.0 | 11.0 | 10.0 | 85438.0 | 0.22 | 0.07620 | 0.0629 | 23068.0 | AA | 7.0 | 2000 | 749.5 |
| 111890 | 0.08610 | Current | 4166.666667 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 145.0 | True | 780.0 | 799.0 | 25.0 | 25.0 | 24923.0 | 0.29 | 0.17061 | 0.1474 | 62534.0 | B | 5.0 | 15000 | 789.5 |
| 111938 | 0.06970 | Current | 3416.666667 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 88.0 | False | 720.0 | 739.0 | 13.0 | 12.0 | 29534.0 | 0.40 | 0.15016 | 0.1274 | 7387.0 | B | 5.0 | 10000 | 729.5 |
| 112024 | 0.04231 | Current | 6083.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 67.0 | True | 780.0 | 799.0 | 12.0 | 12.0 | 14432.0 | 0.16 | 0.07620 | 0.0629 | 45018.0 | AA | 7.0 | 3000 | 789.5 |
| 112098 | 0.05342 | Current | 5416.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 11.0 | False | 700.0 | 719.0 | 15.0 | 15.0 | 12369.0 | 0.18 | 0.11563 | 0.0879 | 27531.0 | A | 6.0 | 11000 | 709.5 |
| 112124 | 0.04529 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 114.0 | True | 780.0 | 799.0 | 13.0 | 13.0 | 10342.0 | 0.25 | 0.07922 | 0.0659 | 65555.0 | AA | 7.0 | 20000 | 789.5 |
| 112316 | 0.04231 | Current | 8333.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 166.0 | True | 780.0 | 799.0 | 14.0 | 12.0 | 18664.0 | 0.25 | 0.07620 | 0.0629 | 77136.0 | AA | 7.0 | 20000 | 789.5 |
| 112549 | 0.06663 | Current | 12333.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 14.0 | True | 760.0 | 779.0 | 19.0 | 18.0 | 132276.0 | 0.16 | 0.13227 | 0.1099 | 51272.0 | A | 6.0 | 25000 | 769.5 |
| 112646 | 0.04529 | Current | 10833.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 58.0 | False | 740.0 | 759.0 | 21.0 | 20.0 | 16867.0 | 0.19 | 0.07922 | 0.0659 | 33972.0 | AA | 7.0 | 3500 | 749.5 |
| 112653 | 0.04554 | Current | 10767.500000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 16.0 | True | 740.0 | 759.0 | 11.0 | 11.0 | 44973.0 | 0.24 | 0.08531 | 0.0716 | 86327.0 | AA | 7.0 | 12000 | 749.5 |
| 112684 | 0.07890 | Current | 9100.000000 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 175.0 | True | 720.0 | 739.0 | 11.0 | 10.0 | 67492.0 | 0.24 | 0.16294 | 0.1399 | 7625.0 | B | 5.0 | 31750 | 729.5 |
| 112774 | 0.04261 | Current | 30000.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 265.0 | True | 720.0 | 739.0 | 10.0 | 10.0 | 62398.0 | 0.12 | 0.07922 | 0.0659 | 27402.0 | AA | 7.0 | 9000 | 729.5 |
| 112775 | 0.04929 | Current | 5833.333333 | $50,000-74,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 188.0 | False | 780.0 | 799.0 | 6.0 | 5.0 | 3739.0 | 0.17 | 0.09390 | 0.0809 | 9810.0 | AA | 7.0 | 15000 | 789.5 |
| 112808 | 0.04260 | Current | 7000.000000 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 92.0 | True | 780.0 | 799.0 | 10.0 | 10.0 | 20301.0 | 0.23 | 0.06726 | 0.0605 | 44999.0 | AA | 7.0 | 19240 | 789.5 |
| 112857 | 0.06968 | Current | 8333.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 162.0 | False | 700.0 | 719.0 | 5.0 | 3.0 | 19056.0 | 0.07 | 0.13840 | 0.1159 | 4544.0 | A | 6.0 | 6500 | 709.5 |
| 112909 | 0.06388 | Current | 5833.333333 | $50,000-74,999 | 1.0 | 60 | 0.0 | 11.0 | NaN | Employed | 79.0 | False | 700.0 | 719.0 | 7.0 | 6.0 | 5310.0 | 0.12 | 0.13227 | 0.1099 | 14175.0 | A | 6.0 | 8000 | 709.5 |
| 112921 | 0.04261 | Current | 31666.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 162.0 | True | 800.0 | 819.0 | 21.0 | 19.0 | 21961.0 | 0.07 | 0.06726 | 0.0605 | 135839.0 | AA | 7.0 | 19000 | 809.5 |
| 112990 | 0.06462 | Current | 6916.666667 | $75,000-99,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 11.0 | False | 760.0 | 779.0 | 10.0 | 4.0 | 258.0 | 0.14 | 0.12726 | 0.1050 | 2342.0 | A | 6.0 | 10192 | 769.5 |
| 113044 | 0.05568 | Current | 9166.666667 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 34.0 | True | 760.0 | 779.0 | 28.0 | 27.0 | 100506.0 | 0.17 | 0.11501 | 0.0930 | 127212.0 | A | 6.0 | 15000 | 769.5 |
| 113167 | 0.05568 | Current | 14166.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 6.0 | True | 740.0 | 759.0 | 22.0 | 17.0 | 20604.0 | 0.17 | 0.12117 | 0.0930 | 28484.0 | A | 6.0 | 35000 | 749.5 |
| 113248 | 0.06968 | Current | 2500.000000 | $25,000-49,999 | 0.0 | 60 | 0.0 | 11.0 | NaN | Self-employed | 41.0 | False | 700.0 | 719.0 | 5.0 | 4.0 | 5216.0 | NaN | 0.13840 | 0.1159 | 5584.0 | A | 6.0 | 4000 | 709.5 |
| 113406 | 0.04929 | Current | 11250.000000 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 11.0 | False | 720.0 | 739.0 | 6.0 | 4.0 | 151.0 | 0.04 | 0.09434 | 0.0809 | 25349.0 | AA | 7.0 | 6000 | 729.5 |
| 113570 | 0.04806 | Current | 12916.666667 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 240.0 | True | 720.0 | 739.0 | 17.0 | 17.0 | 75940.0 | 0.20 | 0.09030 | 0.0769 | 138635.0 | AA | 7.0 | 20000 | 729.5 |
| 113706 | 0.06663 | Current | 4416.666667 | $50,000-74,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 68.0 | False | 660.0 | 679.0 | 23.0 | 19.0 | 27110.0 | 0.35 | 0.13799 | 0.1099 | 24283.0 | A | 6.0 | 15000 | 669.5 |
| 113750 | 0.04806 | Current | 7416.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 163.0 | True | 800.0 | 819.0 | 5.0 | 5.0 | 1515.0 | 0.13 | 0.09065 | 0.0769 | 13785.0 | AA | 7.0 | 22000 | 809.5 |
| 113762 | 0.06499 | Current | 9083.333333 | $100,000+ | 0.0 | 60 | 0.0 | 11.0 | NaN | Employed | 41.0 | True | 740.0 | 759.0 | 10.0 | 9.0 | 10427.0 | 0.23 | 0.13636 | 0.1139 | 18673.0 | A | 6.0 | 25000 | 749.5 |
| 113784 | 0.06153 | Current | 8583.333333 | $100,000+ | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 158.0 | True | 720.0 | 739.0 | 10.0 | 10.0 | 105680.0 | 0.30 | 0.12691 | 0.0990 | 5830.0 | A | 6.0 | 15000 | 729.5 |
| 113855 | 0.06706 | Current | 6666.666667 | $75,000-99,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Full-time | 89.0 | False | 640.0 | 659.0 | 6.0 | 5.0 | 5584.0 | 0.07 | 0.14751 | 0.1189 | 3616.0 | A | 6.0 | 8500 | 649.5 |
| 113881 | 0.08524 | Current | 8166.666667 | $75,000-99,999 | 23.0 | 60 | 8463.0 | 11.0 | NaN | Employed | 37.0 | True | 660.0 | 679.0 | 12.0 | 10.0 | 5177.0 | 0.29 | 0.19681 | 0.1730 | 1123.0 | C | 4.0 | 19432 | 669.5 |
| 113912 | 0.04260 | Current | 2500.000000 | $25,000-49,999 | 0.0 | 36 | 0.0 | 11.0 | NaN | Employed | 102.0 | False | 800.0 | 819.0 | 10.0 | 10.0 | 1031.0 | 0.20 | 0.06726 | 0.0605 | 50669.0 | AA | 7.0 | 4000 | 809.5 |
#creating a subset and dropping such rows of data.
prosper_score_high = factors[(factors['ProsperScore']> 10)].index
prosper_score_high
#dropping such rows
factors.drop(prosper_score_high,inplace = True)
#testing drop
factors.query('ProsperScore > 10')
| EstimatedReturn | LoanStatus | StatedMonthlyIncome | IncomeRange | DelinquenciesLast7Years | Term | AmountDelinquent | ProsperScore | CreditGrade | EmploymentStatus | EmploymentStatusDuration | IsBorrowerHomeowner | CreditScoreRangeLower | CreditScoreRangeUpper | CurrentCreditLines | OpenCreditLines | RevolvingCreditBalance | DebtToIncomeRatio | BorrowerAPR | BorrowerRate | AvailableBankcardCredit | ProsperRating (Alpha) | ProsperRating (numeric) | LoanOriginalAmount | creditscore |
|---|
#checking the plot after the drop
default_color = sb.color_palette()[3]
sb.countplot(data = factors, x = 'ProsperScore', color = default_color).set_title('Count of Prosper Score ')
Text(0.5, 1.0, 'Count of Prosper Score ')
AmountDeliquent: Dollars delinquent at the time the credit profile was pulled. Delinquencieslast 7 years: Number of delinquencies in the past 7 years at the time the credit profile was pulled.
x=np.array([10000,20000,30000,40000,50000,60000,70000,80000,90000])
fig, ax = plt.subplots(nrows=1, figsize = [8,8])
default_color = sb.color_palette()[0]
sb.histplot(data =factors,x ='AmountDelinquent',color= default_color).set_title('Distribution of borrowers deliquent Amount')
plt.xlim(0,110000);
A majority of the borrowers have a deliquent amount of 20,000 at the time the loan was applied for.There are a few outliers having up to 100000. But the most of the borrowers delinquent amount fall between 0-50000.
Number of delinquencies in the past 7 years at the time the credit profile was pulled.
x=np.array([5,10,15,20,25,30,35,40,45,60,65,70,75])
plt.figure(figsize =(12,6))
plt.title('Distribution of borrowers Delinquencies in past 7years');
plt.hist(data= factors, x= 'DelinquenciesLast7Years')
plt.xlim(0,70)
plt.xticks(x);
Borrowers delinquencies in the last 7years is skewed towrards the right with the majority of the counts occuring between 5 and 10.We seem to be having some outliers around 65-70. The deliquent amount is skewed towards the right as well, as the amount increases the count of the deliquent amounts decreases. The skewedness of both columns makes sense because they should be closely linked with each other.
Number of current credit lines at the time the credit profile was pulled.
plt.subplots(figsize=[8,8])
plt.title('Distribution of Borrowers Current credit lines')
plt.hist(data = factors, x = 'CurrentCreditLines')
plt.xlabel('CurrentCreditLines')
plt.xlim(0,45);
The frequency of current credit lines ranges between 0-35, with highest frequency in 10 and the lowest in 40.
plt.figure(figsize =(8,8))
x= np.array([5,10,15,20,25,30,35,40])
plt.hist(data = factors, x = 'OpenCreditLines');
plt.xticks(x)
plt.xlabel('Open credit lines')
plt.xlim(0,40)
plt.title('Distribution of open credit lines')
Text(0.5, 1.0, 'Distribution of open credit lines')
The majority of the open credit lines is skewed towards the left.
Dollars of revolving credit at the time the credit profile was pulled.
plt.figure(figsize=(10,5))
sb.histplot(data = factors, x = 'RevolvingCreditBalance',binwidth =3500)
plt.title('Distribution of Revolving credit balance')
plt.xlim(0,270000)
(0.0, 270000.0)
As expected, the revolving credit balance is skewed towards the right, which is a clear indication that the frequency of people with high revolving credit balance, reduces as the revolving credit balance increases.The majority of the clients revolving credit balance falls within 0-100,000 dollars, with a few outliers having up to around 230,000dollars.
The total available credit via bank card at the time the credit profile was pulled.
plt.title("Distribution of Avaialable bank credit")
plt.hist(data = factors,x ='AvailableBankcardCredit')
plt.xlim(0,150000)
plt.xlabel('Available bank credit')
plt.ylabel('count of available bank credit')
Text(0, 0.5, 'count of available bank credit')
The range of available bank credit falls within 0-120,000.
To answer this, a close examination of the factors with a strong correlation with prosperscore,and prosper rating will be explored.Other plots will be utilised as well. Prosper score and prosper rating are used because of they're positively strongly correalted with each other.
#categorising the data types into numeric and categorical data
num_vars = factors.select_dtypes(include='number').columns
cat_vars = ['Term', 'EmploymentStatus', 'ProsperRating (Alpha)','IsBorrowerHomeowner']
#Correlation between variables
## A heatmap is used to depict a genral overview of the correlartion between all the variables in the data set.
plt.figure(figsize = [10,6])
plt.title('Correlation of all variables')
sb.heatmap(factors[num_vars].corr(), annot = True, fmt = '.2f',
cmap = 'RdBu',vmin=-1,vmax=1, center = 0)
plt.show()
The intensity of the color scale is meant to depict the level of correlation betweeen two variables,the darker the blue , the more positive the correlation and the deeper the red, the more negative the correlation between both variables. Neutral correlations almost have a white color.Which depicts that both variables have little to no correlation The numbers in the maps also depicts the level of correlation, the higher the number, the higher the positive correlation. For example credit score range lower and upper have a very strong negative correaltion with the credit score, borrowerAPR and borrower rate have a very strong negative correaltion with prosper rating, which makes sense, because the better a borrowers score, the lesser the interest rates should be.
The heatmap above displays the intensity of correlation the various variables have with each other. All the variables with either a strong positive or strong negative correlation with the prosper score and prosper rating can be said to affect the loan's status outcome. The most notable features are: 1.The creditscore- This has a strong positive correlation 2.Loan original Amount 3.Available bank credit 4.Borrower rate 5.Borrower APR Other features will be explored irrespective
#A plot to show how closely related the prosperscore and the prosper rating are.
sb.scatterplot(data=factors,x= 'ProsperScore',y='ProsperRating (Alpha)').set_title('Correlation of prosper score and prosper rating')
Text(0.5, 1.0, 'Correlation of prosper score and prosper rating')
plt.figure(figsize = [10, 8])
sb.regplot(data=factors,x= 'creditscore',y='ProsperScore');
plt.title("Correlation of prosper score and amounts requested for loans ");
The both variables have a strong linear positive correlation.And this simply depicts that clients with higher creditscore tend to get higher prosperscore and stands a higher chance of getting their loans approved.
plt.figure(figsize = [10, 8])
sb.countplot(data=factors, x='ProsperRating (Alpha)', hue='IsBorrowerHomeowner', palette='Dark2');
plt.legend(loc=1);
plt.title("Count of home owning borrowers against Prosper rating ");
It can be seen from the plot above that in the C,B,A and AA sub categories of the prosper rating,the borrowers with homes always had a higher count than others wthout home,for the last three ratings,the borrowers without home had a much higher count. The pattern observed was for borrowers without home,there was a steady incline up until the prosper rating B subacategory where a steady decline started and it can be seen that the lowest count for non home owners is in the highest prosper rating AA. It can also be seen that the AA prosper rating had the highest difference between home owners and non home owners.
plt.figure(figsize = [10, 8])
sb.regplot(data=factors,y= 'LoanOriginalAmount',x='ProsperScore');
plt.title("Correlation of prosper score and amounts requested for loans ");
There is a strong positive linear correlation between the both variables, as it's seen in the plot above as the prosper score increases, the amount of loan increases as well.
plt.figure(figsize = [10,8])
sb.countplot(data=factors, x='ProsperRating (Alpha)', hue='EmploymentStatus', palette='Set2');
plt.legend(loc=1);
plt.title("Common Employment Status in each Prosper Rating");
It can be seen from the plot above that amongst all the sub categories in the prosper rating, the employed people always stood a better chance of getting better prosper scores.The fulltime sub category ranked the highest in the AA and A sub category of the prosper rating. The employment status plays a key role in determining the propser rating of a client.
plt.figure(figsize = [10, 8])
sb.regplot(data=factors, y='ProsperScore', x='DebtToIncomeRatio');
plt.ylim(0,15)
plt.xlim(0,10)
plt.title("Correlation of prosperscore and DebtToincome Ratio");
The plot above shows us that a higher debt to income ratio will result in a reduced prosperscore.The both variables have a strong negative linear correlation.
plt.figure(figsize = [10, 8])
sb.regplot(data=factors, y='ProsperScore', x='RevolvingCreditBalance');
plt.title(" Correlation of Prosperscore and Revolving credit balance ");
There is a positive correlation between the revolving credit balance and the prosperscore.Which is very unexpected,maybe it's because clients with a higher revolving credit balance means they have a track record of taking loans and stands a higher chance of paying back the loan.
plt.subplots()
sb.regplot(data=factors,x='StatedMonthlyIncome',y='ProsperScore')
plt.xlim(0,65000)
(0.0, 65000.0)
#There is an outlier that's skewing the plot and i think it needs to be dropped
The plot shows a positive linear correlation with the prosper score variable. This indicates that the monthly income plays affects the approval of a loan.
#fishing out the outlier
factors.StatedMonthlyIncome.max()
1750002.916667
#Dropping the outlier
out_income = factors[(factors['StatedMonthlyIncome']== 1750002.916667)].index
#dropping such rows
factors.drop(out_income,inplace = True)
factors.query('StatedMonthlyIncome ==1750002.916667')
| EstimatedReturn | LoanStatus | StatedMonthlyIncome | IncomeRange | DelinquenciesLast7Years | Term | AmountDelinquent | ProsperScore | CreditGrade | EmploymentStatus | EmploymentStatusDuration | IsBorrowerHomeowner | CreditScoreRangeLower | CreditScoreRangeUpper | CurrentCreditLines | OpenCreditLines | RevolvingCreditBalance | DebtToIncomeRatio | BorrowerAPR | BorrowerRate | AvailableBankcardCredit | ProsperRating (Alpha) | ProsperRating (numeric) | LoanOriginalAmount | creditscore |
|---|
#plotting after the drop
plt.subplots()
sb.regplot(data=factors,x='StatedMonthlyIncome',y='ProsperScore')
plt.xlim(0,65000)
plt.ylim(0,11)
(0.0, 11.0)
sb.lineplot(data = factors, x ='ProsperScore',y='StatedMonthlyIncome').set_title('Correlation of Prosperscore and StatedMonthly Income')
Text(0.5, 1.0, 'Correlation of Prosperscore and StatedMonthly Income')
plt.figure(figsize=(8,5))
sb.barplot(data=factors,x='Term',y='ProsperScore', palette='rainbow')
plt.title("Count of prosper score for the loan Terms")
Text(0.5, 1.0, 'Count of prosper score for the loan Terms')
The lowest loan term had the highest prosper score , but there was no particular pattern.
After exploring the features of the data set,certains features displayed a strong correlation using bivariate plots and countplots to examine the relationship between the prosper score and prosper rating. The features that showed a corrrelation are;
The heat map plotted earlier will be used to determine the features that affects the borrowers APR and borrower rate. By exploring all the features with a correlation to borrower APR. Most notable features from the heatmap are; 1.prosper rating 2.Prosper score 3.Credit score 4.Delnquencies in past 7years 5.Available bank credit 6.Loan Original Amount 7.Debt to income ratio
plt.figure(figsize = [10, 8])
sb.regplot(data=factors, y='BorrowerAPR', x='ProsperScore');
plt.title("Correlation of Borrower APR and ProsperScore");
plt.ylim(0.04,0.42)
plt.xlim(0,11)
(0.0, 11.0)
A linear negative correlation can be observed from the plot above. As the prosper score increases, the interest rate(Borrower APR) charged also decreases.
plt.figure(figsize=(12,10))
plt.subplot(2,2,1)
sb.boxenplot(data= factors,x='ProsperRating (Alpha)',y='BorrowerAPR').set_title('Correlation of prosper rating and Annual interest rates')
plt.subplot(2,2,2)
sb.boxenplot(data= factors,x='ProsperRating (Alpha)',y='BorrowerRate').set_title('Correlation of prosper rating and Annual interest rates')
Text(0.5, 1.0, 'Correlation of prosper rating and Annual interest rates')
The median values of the borrower APR is seen to decrease as the various sub categories of the prosper rating variable increases.A borrower with a good prosper score will most likely be charged less interest for their loans.
plt.figure(figsize = [10, 8])
sb.regplot(data=factors, y='BorrowerAPR', x='DebtToIncomeRatio');
plt.ylim(0,0.6)
plt.xlim(0,12)
plt.title("Correlation of Borrower APR and DebtToincome Ratio");
The plot above shows a positive linear correlation between the both variables. This indicates that as the debt to income ratio increases, the client will be charged a higher interest rate (APR) for their loans.
plt.figure(figsize=(8,6))
sb.regplot(data= factors, x='creditscore',y='BorrowerAPR')
plt.title("Correlation of creditscore and Borrower APR")
plt.xlabel('creditscore')
plt.ylabel('BorrowerAPR')
plt.xlim(350,950)# This was used to trim out an outlier that was an obvious error, because creditscores don't get that high.
(350.0, 950.0)
Generally as the creditscore goes up, the BorrowerApr tends to reduce, as can be seen from the plot above.This plot implies that the better the credit score, the lesser the interest rates to be charged on the loan.
plt.figure(figsize=(8,6))
sb.regplot(data= factors, y='BorrowerAPR',x='DelinquenciesLast7Years')
plt.title("Correlation of Borrower APR and DelinquenciesLast7Years")
plt.xlabel('DelinquenciesLast7Years')
plt.ylabel('BorrowerAPR')
Text(0, 0.5, 'BorrowerAPR')
The delinquencies in the past 7 years variable is seen to increase linearly with the borrower APR. This indicates that the higher the delinquncies, the higher the annual interest rate will be charged.
### Borrower APR and Available bank credit
plt.figure(figsize=(8,6))
sb.regplot(data= factors, y='BorrowerAPR',x='AvailableBankcardCredit',x_jitter=1,y_jitter=1.5)
plt.title("Correlation of Borrower APR and AvailableBankcardCredit")
plt.xlabel('AvailableBankcardCredit')
plt.ylabel('BorrowerAPR')
Text(0, 0.5, 'BorrowerAPR')
Available bank credit variable is seen to have a negative linear correlation with the Borrower APR, this implies that the higher the available bank credit card, the lesser the annual interest rates.
plt.figure(figsize=(8,6))
sb.regplot(data= factors, y='BorrowerAPR',x='LoanOriginalAmount',)
plt.title("Correlation of Borrower APR and Loan Original Amount")
plt.xlabel('LoanOriginalAmount')
plt.ylabel('BorrowerAPR')
Text(0, 0.5, 'BorrowerAPR')
plt.figure(figsize=(8,6))
default_color =sb.color_palette()[0]
sb.boxplot(data = factors,x='EmploymentStatus',y='BorrowerAPR',color=default_color).set_title('Borrower APR and Employment Status')
plt.xticks(rotation=45);
Borrowers in the not employed category tend to be charged a higher interest than others who are employed. As seen from the plot above, the fulltime and part_time categories have the lowest borrower apr's, meanwhile the other category also have a higher borrower APR.
The variables in the data set that were explored and discovered to have an effect on the borrower APR includes;
plt.figure(figsize=(10,10))
plt.subplot(2,2,1)
sb.boxplot(data= factors, x='Term',y='BorrowerAPR')
plt.title('Correaltion of borrower APR and loan term')
plt.subplot(2,2,2)
sb.boxplot(data= factors, x='Term',y='BorrowerRate')
plt.title('correlation of Borrower rate and loan term')
Text(0.5, 1.0, 'correlation of Borrower rate and loan term')
sb.barplot(data=factors, x='Term',y= 'BorrowerAPR').set_title('Loan Term Apr scores')
Text(0.5, 1.0, 'Loan Term Apr scores')
The 12 months sub category of the term variable had the highest APR, while the other two were of the same value. There was an increase in the rate from 12 to 36 months and from 36 to 60 months, there was no increase . This indicates that the term appers to have an effect on the borrower rate and not have a very significant effect on the annual interest rates that the client will be charged. In summary the loan term has a very little effect on the annual interest rates, as can be seen from the plots above.
#Creating a custom function for box plot
def boxgrid(x, y, **Kwargs):
default_color = sb.color_palette()[2]
sb.boxplot(x, y, color = default_color)
# creating a custom function for boxen plot
def boxen(x,y, **Kwargs):
default_color = sb.color_palette()[3]
sb.boxenplot(x,y, color =default_color)
#Blocking the warnings temporarily
import warnings
warnings.filterwarnings('ignore')
#creation of pairgrid using boxplots
g = sb.PairGrid(factors,y_vars = ['BorrowerRate','BorrowerAPR','LoanOriginalAmount','AvailableBankcardCredit','DebtToIncomeRatio',
'creditscore'],
x_vars = ['Term', 'ProsperRating (Alpha)', 'EmploymentStatus'], height = 3.5, aspect = 1.0)
g.map(boxgrid);
plt.xticks(rotation=45);
g.fig.suptitle('Term,EmploymentStatus & ProsperRating Vs Numerical features');
plt.show();
g=sb.PairGrid(factors,y_vars=['BorrowerRate','BorrowerAPR','LoanOriginalAmount','AvailableBankcardCredit','DebtToIncomeRatio',
'creditscore'],
x_vars = ['Term', 'ProsperRating (Alpha)', 'EmploymentStatus'], height = 3.5, aspect = 1.0)
g.map(boxen);
plt.xticks(rotation=90);
g.fig.suptitle('Term,EmploymentStatus & ProsperRating Vs Numerical features');
plt.show();
The shortest loan term had the lowest original loan amount and the longest loan term had the highest loan original amount.This indicates that loan original amount have a positive linear correlation with the loan term. The bigger the amount, the longer the term will be offered to pay the loan.
The AA category was seen to have the highest available bank credit. And the lowest prosper rating had the lowest available bank credit.This indicates that the bank credit plays a role in determining the prosper rating.
As can be seen for the plot above, there is a negative correlation between the propser rating and the borrower rate, the higher the prosper rating, the lesser the interest rates which will the customer will be charged.
The borrower rate and Term have a bit of a positive correlation.It can be seen that as the loan term(repayment time) increases, the borrower rate increases.
Prosperscore and Term have a bit of a negative relationship with each other, it can be seen that the higher a borrowers propser score is, the more time will be given to repay their loans.
Amongst the sub categories of employment status it can be seen that not employed category have the highest borrower rate, and the lowest borrower rates are for the fulltime and part time clients.It makes sense for full time workers to have a lesser interest rate charged, because they tend to have a higher chance of paying back , because of a steady income stream.
Fulltime category have the highest prosperscore, followed by the parttime category and the retired category,the employed category have the third highest prosper score.
The plot reveals that the credit score does not seem to have an effect on the loan's term.The 60months and 12 months term , which are the smallest and the biggest happen to have approximately the same median values for creditscore.
There is a steady incline for the prosper rating as the credit score goes up,except for the HR and D sub categories of prosper rating. The credit score can be said to have a strong positive correlation with prosper rating. Creditscore.
The employed category had the highest credit score, followed next by the self employed category.The not employed category had the third highest credit score, it was higher than the full time and part time sub categories. This came as a surprise.
The median values for all three loan term were the same. This depicts a zero correlation with both variables.
There was a decline in the debt to income ratio as the propser score increased.This indicates thatthe debt to income ratio had a negative correlation with the prosper rating
The not employed sub category happens to have the highest debt to income ratio and the employed category have the lowest.
### Effect of employment status on loan term and borrower APR.
plt.figure(figsize=(27,12))
plt.subplot(2,2,1)
fg=sb.violinplot(x='Term',y="BorrowerAPR",data=factors, hue='EmploymentStatus', palette='rainbow').set_title('Effect of employment Status on Borrower APR and Loan Term')
plt.show()
As seen from the plot,the part time category had the lowest interest rates charged , followed by the full time category in the 36months term.The not employed category had the highestinterest rates(Borrower APR). Meanwhile for the 60 months term, a different pattern is seen.The retired category had the lowest APR followed by the employed category. For the 12 months term, the not employed catrgory had the highest APR. The plot is not good enough to conclude if the employment status affects the APR.Further analysis needs to be carried out.
sb.pointplot(data=factors, x='ProsperRating (Alpha)', y='BorrowerRate', hue='Term',
palette='tab10');
plt.legend(loc=1, title='Employment Status');
plt.title('Effect of loan term on prosper rating and borrower APR');
plt.ylabel(' Borrower Rate');
For all three loan terms, there is a steady decline and a negative correlation between borrower rate and propser rating.As the prosper raing increases, the borrower rate decreases. Across the three loan terms,a longer or higher loan term tends to attract a higher borrower rate/interest rate.This does not come as a surprise because a longer loan term results in a higher risk, and hence the company would want to be compensated for taking higher risks on the clients.It could also be as a result of accumulation of daily interest rates as well.
# Create a pointplot to show how the BorrowerRate changes for different loan Terms
# when split up by ProsperRating
plt.figure(figsize=[8,6])
sb.pointplot(data=factors, x='ProsperRating (Alpha)', y='BorrowerRate', hue='EmploymentStatus',
palette='tab10');
plt.legend(loc=1, title='Employment Status');
plt.title('Effect of employment status on prosper rating and borrower APR');
plt.ylabel(' Borrower Rate');
For all the employmnet status, there is a steady decline and a negative correlation between borrower rate and propser rating.As the prosper raing increases, the borrower rate decreases. The unemployed borrowers are charged higher interest rates from the D subcategory to the AA sub category.The part time category was charged the highest rates for the HR category and the retired people were charged highest rates for the E category of prosper rating.
!jupyter nbconvert Explanatory_Loans_Viz.ipynb --to slides --post serve --no-input --no-prompt
After exploring the dataset, I observed that there are certain key factors that affects/influences if a borrower will get their loan approved or not and how much interest they will be charged for their loans. By examining Certain key performance indicators such as the prosperscore, prosper rating. I was able to observe how certain others factors influences/affetcs the prosper score, prosper rating. The following factors below was observed to affect the KPI's: 1.Credit score 2.Revolving credit balance 3.Stated monthly income 4.Debt to income ratio 5.Avaialble bank credit. 6.Is borrower home owner or not The creditscore have a strong negative correlation with the borrower APR and Borrower rate, the plots showed us that the higher the credit score, the lesser the borrower APR and borrower rate charged on the loan collected by the borrower. Credit score also had a strong positive correlation with prosper rating and propser score, this did not come as a surprise. Surprisingly revolving credit balance was found to have a positive correlation with the prosper score. Maybe it's because a higher revolving credit balance is indicative of the borrower's consistency in paying back their loans and having a good track record. I also found out that borrowers with higher prosper rating tends to have a better monthly income.The both variables were found to have a positive correlation. Debt to income ratio was negatively correlated with the prosper score, the plots indicated that a higher debt to income ratio will result in a lower prosper score and this ultimately affects if the loan will be approved for the client or not. Available bank credit also plays an important role in determining the borrowers prosper score and prosper rating.It was seen to have a strong positive correlation with the loan original amount, and the creditscore as well.The higher the available bank credit, the higher the prosper rating and score. It was surprising to see the data indicate that clients with a high propser rating will be charged a higher interest rate(borrower APR) with a higher loan amount, it was a bit shocking, but made alot of sense. Borrower Rate and prosper rating have a strong negative correlation,the better the propser rating, the lesser the interest rates(borrower APR). Owning a home while applying for a loan affects the outcome of the loan. It was seen via the plots that homeowners had higher counts in the top four prosper rating categories.
The following factors were found to have a strong correlation with borrower APR; 1.prosper rating 2.Prosper score 3.Credit score 4.Delinquencies in past 7years 5.Available bank credit 6.Loan Original Amount 7.Debt to income ratio The factors above either had a negative or positive correlation with borrower APR.
The 12 months sub category of the term variable had the highest APR, while the other two were of the same value. There was an increase in the rate from 12 to 36 months and from 36 to 60 months, there was no increase . This indicates that the term appers to have an effect on the borrower rate and not have a very significant effect on the annual interest rates that the client will be charged. In summary the loan term has a very little effect on the annual APR , but a slightly stronger effect on interest rates.
https://www.geeksforgeeks.org/working-with-missing-data-in-pandas/ https://www.geeksforgeeks.org/how-to-set-a-seaborn-chart-figure-size/ https://www.geeksforgeeks.org/how-to-set-the-spacing-between-subplots-in-matplotlib-in-python/ https://stackoverflow.com/questions/42528921/how-to-prevent-overlapping-x-axis-labels-in-sns-countplot https://archive.is/LHKqy https://archive.is/df2uH https://julienbeaulieu.gitbook.io/wiki/sciences/programming/data-analysis/data-visualization/bivariate-exploration-of-data/overplotting-transparency-and-jitter https://github.com/Abdelrhman2022/Loan-Data-From-Prosper/blob/main/LoanDatafromProsper.ipynb https://github.com/yduan004/communicate-data-loan-data-from-Prosper/blob/master/slide_deck.ipynb
For the presentation, i will be looking at what factors affects outcome of a loan's status, to see if it will be accepted or rejected, I will also take a look at if the loan term affetcs the annual percentage rate of the borrower. I focused on factors that had either a strong positive or negative correlation with the prosper score and prosper rating . I started by examining the distribution of variables and afterwhich a heatmap was used to get a general overview of the correlation of both categoricl and numerical variables. After which different kinds of plot was used to get a clearer relationship and correlation between variables that affects the prosper score and ratings.I also used a plot to display the effect of loan term on prosper rating and borrower APR.